{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "8a88fac4-95e0-4041-8913-e5107cb4353b",
   "metadata": {},
   "source": [
    "Chapter 23\n",
    "\n",
    "# 不同簇间距离\n",
    "Book_7《机器学习》 | 鸢尾花书：从加减乘除到机器学习"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "f939c9d4-f3ae-42d8-99db-172840d78e65",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "from scipy.cluster.hierarchy import dendrogram,linkage\n",
    "from sklearn.datasets import load_iris\n",
    "from sklearn.cluster import AgglomerativeClustering\n",
    "from matplotlib.colors import ListedColormap"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "a27e0c51-1ec0-4a87-a15e-611fe5898935",
   "metadata": {},
   "outputs": [],
   "source": [
    "p = plt.rcParams\n",
    "p[\"font.sans-serif\"] = [\"Roboto\"]\n",
    "p[\"font.weight\"] = \"light\"\n",
    "# p[\"ytick.minor.visible\"] = True\n",
    "# p[\"xtick.minor.visible\"] = True\n",
    "# p[\"axes.grid\"] = True\n",
    "# p[\"grid.color\"] = \"0.5\"\n",
    "# p[\"grid.linewidth\"] = 0.5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "0f0c555b-d9f3-4df1-90a8-afc977941823",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create color maps\n",
    "rgb = [[255, 238, 255],  # red\n",
    "       [219, 238, 244],  # blue\n",
    "       [228, 228, 228]]  # black\n",
    "rgb = np.array(rgb)/255.\n",
    "\n",
    "cmap_light = ListedColormap(rgb)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "64f02594-c07d-4047-ab2e-31ebf01f60ec",
   "metadata": {},
   "outputs": [],
   "source": [
    "iris = load_iris()\n",
    "X = iris.data[:, :2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "7bff2a16-0686-424b-abe5-b51e94a9c46a",
   "metadata": {},
   "outputs": [],
   "source": [
    "clustering_algorithms = (\n",
    "    ('Single linkage', 'single'),\n",
    "    ('Average linkage', 'average'),\n",
    "    ('Complete linkage', 'complete'),\n",
    "    ('Ward linkage', 'ward'),\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "8ef82af5-10a9-4801-8620-7cd691a5e235",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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hREREJAsmIURERCQLJiFEREQkCyYhREREJAsmIURERCQLJiFEREQkCyYhREREJAsmIURERCQLJiFEREQkCyYhREREJAsmIURERCQLJiFEREQkCyYhREREJAsmIURERCQLJiFEREQkC7+SkOPHj+PIkSNezXvgwAG8+uqr/myGiIiIJjG1LzMXFxejoaEBK1asQGVl5Yjzt7S0wGKx+B0cERERTV4+JSFbtmyBQqEAAK+SkP379+MHP/gB9u3b5190RETkEyEEDGar3GEEpX6TxeXfNJxeo5Lu92PJpyTEl4AOHz6MNWvWeLWM0WiE0WiUXnd3d/sSFhERYTABuXv3cZxs6JQ7lKB389MlcocQ1G5Oi8Yb31ky5onImDRM7evrQ319PfLy8rya/5lnnkFUVJT0LyUlZSzCIiKa1AxmKxMQCoiyhs5xKVHzqSTEWy+99BIeffRRr+fftWsXnnjiCel1d3c3ExEiolEo+5e1CNWq5A6DJph+kxU3P/33cdtewJOQkydPIjc3F3q93utldDoddDpdoEMhIpqyQrUqhGrH5HcmUcAE/Aw9cuQIoqOjsXfvXmna8ePHYbFYcN9990Gr1QZ6k0RERDQBBTwJ+dGPfjR8I2o17r///kBvioiIiCYw9phKREREsghIElJaWorS0tJArIqIiIimCL+rYxyrV4qKiryel4iIiAhgdQwRERHJhEkIERERyYJJCBEREcmCSQgRERHJgkkIERERyYJJCBEREcmCSQgRERHJgkkIERERyYJJCBEREcmCSQgRERHJgkkIERERyYJJCBEREcmCSQgRERHJgkkIERERyYJJCBEREcmCSQgRERHJgkkIERERyYJJCBEREcmCSQgRERHJgkkIERERyYJJCBEREcmCSQgRERHJgkkIERERyYJJCBEREcmCSQgRERHJgkkIERERyYJJCBEREcmCSQgRERHJgkkIERERyYJJCBEREcmCSQgRERHJgkkIERERyYJJCBEREclC7c9Cx48fh9lsxooVK1y+f/DgQVy9ehVqtRr9/f3Yvn074uLiRhUoERERTS4+JSHFxcVoaGjAihUrUFlZ6XKeU6dOITo6Glu2bJGm/f73v8djjz02ukiJiIhoUvEpCdmyZQsUCgUAuE1Cqqqq8MADDzhNCw8P9zM8IiIimqx8SkLsCYgnjiUgdlar1eMyRqMRRqNRet3d3e1LWERERDQBBbxh6rRp05xe22y2EZOQZ555BlFRUdK/lJSUQIdFREREQWbMn4554403sHXrVo/z7Nq1C11dXdK/xsbGsQ6LiIiIZObX0zHeOnXqFGbMmIHp06d7nE+n00Gn041lKERERBRkxqwkpL29HRUVFVi1atVYbYKIiIgmsDFJQmw2G15++WU89NBDY7F6IiIimgTGJAl54YUX8NBDD0GpZIesRERE5FpA2oSUlpYCAIqKivDJJ5/g1KlTwxKQBQsWYOHChYHYHBEREU0Cfich999/v/R3UVGR9PfKlSuxcuXK0UVFREREkx7rS4iIiEgWTEKIiIhIFkxCiIiISBZMQoiIiEgWY9pjaiAJIWAwex6DJpD6TRaXf481vUbl1UCBREREE92ESEKEELh793GcbOiUZfs3P10yfttKi8Yb31nCRISIiCa9CVEdYzBbZUtAxltZQ+e4lvgQERHJZUKUhDgq+5e1CNWq5A4j4PpNVtz89N/lDoOIiGjcTLgkJFSrQqh2woVNREREQ0yI6hgiIiKafJiEEBERkSyYhBAREZEsmIQQERGRLJiEEBERkSyYhBAREZEsmIQQERGRLJiEEBERkSyYhBAREZEsmIQQERGRLJiEEBERkSyYhBAREZEsmIQQERGRLJiEEBERkSyYhBAREZEsmIQQERGRLNRyBxBMhBAwWAyybLvfbHX42wAoVLLEAQB6tR4KhUK27RMR0dTAJOQfhBB48NCDONV2Sp7t2zQAfgYAWLV/JRRKsyxxAMCCuAV4eePLTESIiGhMMQn5B4PFIFsCAgAKpRkRuf8s2/YdVbRWwGAxIFQTKncoREQ0iTEJceHjez+GXq2XO4xxZ7AYsGr/KrnDICKiKYJJiAt6tZ6lAERERGOMT8cQERGRLJiEEBERkSyYhBAREZEs/GoTcvz4cZjNZqxYscLl+2fOnMFHH30EvV6P3t5e3H333UhKShpVoERERDS5+JSEFBcXo6GhAStWrEBlZaXLeYQQ+Oyzz/CDH/xAmvb73/8ejz322OgiJSIioknFpyRky5YtUgdW7pKQY8eOYc2aNU7TMjMzcfXqVSQnJ/sZJhEREU02PrUJ8aYHzYaGBmRkZDhNmzt3Ls6dO+d2GaPRiO7ubqd/RERENLkFvGGqEGLYtJiYGLS1tbld5plnnkFUVJT0LyUlJdBhERERUZAZl6djFAoFrFar2/d37dqFrq4u6V9jY+N4hEVEREQyCniPqa6qbIQQUCrd5zs6nQ46nS7QoRAREVEQC3hJiKskpK2tDTExMYHeFBEREU1gAU9CUlNTceHCBadplZWVyMnJCfSmiIiIaAILeBKyfPlylJSUOE07e/Ys0tLSAr0pIiIimsAC0iaktLQUAFBUVAQAuPXWW/Hb3/4Wer0eXV1duPvuuwOxGSIiIppE/E5C7r//fulve/Jhl5eXh7y8PP+jIiIiokmPA9gRERGRLJiEEBERkSyYhBAREZEsmIQQERGRLJiEEBERkSyYhBAREZEsmIQQERGRLJiEEBERkSyYhBAREZEsmIQQERGRLJiEEBERkSwCMoAdERERBTchBCwmm8d5zCbrV38brTALhdt51VolFAr373uDSQgREdEkJ4TAW8+W49qlLo/zmSCAmwb/fvHHR6GF+yQjISMKdzxZOKpEhEkIERHRJGcx2UZMQABACwV+fEPv1TqbL3bBYrJBo1P5HReTECIioink4V8sH1XiYDZa8dJPjgYkFiYhREREU4hGpxpVEhJIfDqGiIiIZMEkhIiIiGTBJISIiIhkwSSEiIiIZMEkhIiIiGTBJISIiIhkwSSEiIiIZMF+QogoaAkhIAwGucOYMGwO437Y+g2wWYKjL4iJQKHXj3ocFPIdkxAiCkpCCDTctwOGigq5Q5kwBlRa4Os/BwBcWLYcIVaTzBFNHPrCQqTte5WJyDhjEkJEQUkYDExAfBRiNeHQgSflDmNCMpSXQxgMUISGyh3KlMIkhIiCXtaxo1DqvRtUi8gXNoMBF5YtlzuMKYtJCBEFPaVeDyV/oRJNOnw6hoiIiGTBJISIiIhkwSSEiIiIZMEkhIiIiGTBJISIiIhk4fPTMWazGXv27IFWq4XNZkNqaio2bdo0bL6DBw+ioaEBWq0WN27cwKZNm5CXlxeQoImIiGji8zkJ2b9/P3bu3ImwsDAAQHFxMZqampCYmCjNc+7cOWg0Gnzve9+Tpv3qV79CdnY2NBpNAMImIiKiic7n6hiz2SwlIACwefNmlJSUOM1TVlaG9evXO01bs2YNzp0752eYRERENNn4lISYTCaEh4c7r0CphFo9vEDFYrE4vTYYDNBqtX6ESERERJORT0lIa2srYmNjh0232WxOr2+77Tb88Y9/hBACANDX14eysjLk5OS4XK/RaER3d7fTPyIiIprcfGoTYrFYoFINHxranmzY3XTTTcjLy8P999+PefPmoaKiAv/5n//pdr3PPPMMnnrqKV9CISIiognOpyRErVbDarWOOF9FRQVaW1uxb98+AIPVOL/73e/w2GOPIdTF+A+7du3CE088Ib3u7u5GSkqKL6ERERHRBONTdUxcXByuX78+4nwVFRW48847pddarRbf+973cODAAZfz63Q6REZGOv0jIiKiyc2nJESr1Q5rr2Gz2WA2m4fNN5ROpxvWdoSIiIimLp8f0dVoNOjp6ZFeFxcXY/Xq1U7z6PV6fPnll07TDh06hIULF/oZJhEREU02PndWtn37duzevRshISEwm81ISkpCeno6SktLAQBFRUW46667sHfvXpjNZigUCphMJmRnZyM3NzfgO0BERJOLEALCYBiXbdkctmMbp20q9HooFIpx2Vaw8zkJ0Wg0ePzxx4dNLyoqcnq9c+dOv4MiIqKpSQiBhvt2wFBRMe7bvrBs+bhsR19YiLR9rzIRAQewIyKiICIMBlkSkPFkKC8ft5KeYOdzSQgREdF4yDp2FEq9Xu4wAsZmMIxbactEwSSEiIiCklKvh9JF31I0ebA6hoiIiGTBJISIiIhkwSSEiIiIZMEkhIiIiGTBJISIiIhkwSSEiIiIZMEkhIiIiGTBJISIiIhkwSSEiIiIZMEkhIiIiGTBJISIiIhkwSSEiIiIZMEkhIiIiGTBUXTHiRACBotB7jA8cowv2GO106v1UCgUcodBRER+YBIyDoQQePDQgzjVdkruULy2av8quUPwyoK4BXh548tMRIiIJiBWx4wDg8UwoRKQiaSitWLClNoQEZEzloSMs4/v/Rh6tV7uMCY8g8UwYUpriIjINSYh40yv1iNUEyp3GERERLJjdQwRERHJgkkIERERyYJJCBEREcmCSQgRERHJgkkIERERyYJJCBEREcmCSQgRERHJgv2EEBERkVeEEDAbrdJr+99qrdKv4TOYhBAREdGIhBB469lyXLvUJU176SdHAQAJGVG448lCn9fJ6hgiIiIakcVkc0pAHDVf7ILFZPN5nSwJISIiIp88/Ivl0OhUMButUmmIP5iEEBERkU80OhU0OtWo1+NzEmI2m7Fnzx5otVrYbDakpqZi06ZNLuetqanB4cOHERoaivXr1yMtLW3UARMREdHk4HMSsn//fuzcuRNhYWEAgOLiYjQ1NSExMdFpvpMnT6KmpgY//OEPAxMpERERTSo+N0w1m81SAgIAmzdvRklJybD5PvnkEzzwwAOji46IiIgmLZ+SEJPJhPDwcOcVKJVQq50LVKqqqrB48eLRR0dERESTlk/VMa2trYiNjR023WZzfiynvLwc27Ztw2uvvQaTyQSLxYK77roL0dHRLtdrNBphNBql193d3b6ERURuCCEgDAa5w/CLzSFu2wTdB4Ve71cHTkRThU9JiMVigUo1vDWsEMLpdW9vL9555x184xvfgFarhdVqxXPPPYcf/vCH0Gg0w5Z/5pln8NRTT/kYOhF5IoRAw307YKiokDuUUbuwbLncIfhFX1iItH2vMhEhcsOn6hi1Wg2r1TrifEIIfPOb34RWqwUAqFQqPProozh06JDL+Xft2oWuri7pX2Njoy9hEZELwmCYFAnIRGYoL5+wJVFE48GnkpC4uDiUlpaOOF90dPSwEo/o6Gh0dbnuaU2n00Gn0/kSChH5IOvYUSj1ernDmDJsBsOELb0hGk8+JSFarXZYew2bzQaz2ew0LTQ0FP39/QgNDZWmGQyGYQ1YiWh8KPV6KB2uRyKiYODzI7oajQY9PT3S6+LiYqxevdppng0bNuD11193mvbqq69i48aNfoZJREREk43PRRPbt2/H7t27ERISArPZjKSkJKSnp0vVNEVFRQgNDcWtt96K559/HhqNBgaDAYWFhW6fjiEiIqKpx+ckRKPR4PHHHx82vaioyOl1VlYWsrKy/I8MAIQATH2AyaExrKkfgArQhAJscU5ERDRhBXcjjVfuAK6fBIQOwEuD057NBBRGIGUx8Mh7TESIiCgoDe2nx1PfN1O1T5ngTkK+LAN0CoQqjLgccp/ze40nAHM/oA1zvSwREZFMRuqnZ+jTU1O1T5ngTkLsnqwDtP9o2W/qB36ZKW88REREHvjaT4+9TxnFFHuKbWIkIdpQlngQEdGE5Kmfnqnep8zESEKIiIgmKPbT457P/YQQERERBQKTECIiIpIFkxAiIiKSBZMQIiIikgWTECIiIpIFkxAiIiKSBZMQIiIikgX7CSGiKWXoeB5jwdMYIWNhqo47QhMfkxAimjJGGs9jLIxHb5hTddwRmviYhNC4EkLAYBn9L0PHdQRifQCgV/PX5GTn63geE8VUHXeEJr6Jk4QIMThqrqn/q2n2vzWhAG8eQU8IgQcPPYhTbacCut5V+1cFZD0L4hbg5Y0vMxGZIjyN5zFRTPVxR8iZEAIWk83le2aj1eXfQ6m1ynH9DpwYSYgQwIsbgMZS5+n20XRTFgOPvMdEJMgZLIaAJyCBVNFaAYPFgFANf01OBRzPgyYTIQTeerYc1y51jTjvSz856va9hIwo3PFk4bglIhMjCTEbhicgjhpPDJaScKTdCePjez+GXh0cv0INFkPASlOIiORgMdm8SkBG0nyxCxaTDRqdKgBRjWxiJCGOnqwDtP/49WLq/6o0hCYUvVrPEgciojHw8C+W+5xEmI1WjyUkY2XiJSHaUJZ4EBERuaHRqcatJGO02FkZERERyYJJCBEREcli4lXHEPnJXR8l3vQ5wj5EiIgCb0onIY43JVc3It54Jg9v+yhx95QM+xAhIgq8KZuEeLop2W9EvPFMHqPto4R9iBARBd6UTUK8uSl5uvH40v24v12MsyRmbPjSRwn7ECEiGjtTNglxNPSmNNKNZzTdj/tyQ2NJzNhgHyVERMGBSQh8vymNV/fjrAIgIqLJjEnIKI1F9+OsAiAioqmAScgosWifiIjIP0xCiIiCmBACwuC6QbvNYbrNzTwAoNCzkTsFJyYhRERBSgiBhvt2wFBRMeK8F5Ytd/uevrAQafteZSJCQYfdthMRBSlhMHiVgIzEUF7utjSFSE4+l4SYzWbs2bMHWq0WNpsNqamp2LRpk8dlDhw4gN7eXtx///1+B0pENJVlHTsKpd63RvA2g8FjCQmR3HxOQvbv34+dO3ciLCwMAFBcXIympiYkJia6nL+lpQUWi2V0URIRTXFKvR7K0OBqBO+pvYq/vG3nMhpsIxM8/CoJsScgALB582bs27cPDzzwgMv59+/fjx/84AfYt2+f/1ESEVFQ8aW9ir/GqhSHbWSCh09tQkwmE8LDw51XoFRCrXadyxw+fBhr1qzhB01ENMkEqr2KHNhGJnj4VBLS2tqK2NjYYdNtNtuwaX19faivr8e6detGXK/RaITRaJRed3d3+xIWERHJyJ/2KnJgG5ng41MSYrFYoFKphk0XQgyb9tJLL+HRRx/1ar3PPPMMnnrqKV9CISKiIBGM7VVoYvCpOkatVsNqtY4438mTJ5Gbmwu9l5nxrl270NXVJf1rbGz0JSwiIiKagHwqCYmLi0NpaemI8x05cgTR0dHYu3evNO348eOwWCy47777oNVqnebX6XTQ6XS+hELjQAgBgyVw9aaO6wrkevVqtnQnIpqIfEpCtFrtsPYaNpsNZrPZadqPfvSj4RtSq9lPyAQihMCDhx4cs9GCAzlA34K4BXh548tMRIiIJhife0zVaDTo6emRXhcXF2P16tUBDYrkZ7AYxiwBCbSK1oqAlqwQEdH48LmfkO3bt2P37t0ICQmB2WxGUlIS0tPTpWqaoqKigAdJ8vr43o+hVwdfy3eDxRDQEhUiIhpfPichGo0Gjz/++LDpIyUfAa2KEQIw9wOm/q+m2f/WhAIslg8ovVqPUA1bvhMRUWBNvFF0hQBe3AA0Dmkg+8vMwf9TFgOPvMdEhIiIKMhNvFF0zYbhCYijxhODpSREREQU1CZeSYijJ+sA7T+qCUz9X5WGEPnI3ePI3jxWzEeEiYj8M7GTEG0ooA0beT4iD7x9HNldI1g+Ijz+/B29NRAjtHIEVqLAmdhJCFEAjPZxZPsjwmy8Oz4CNXqrv2OIcARWGo2hCbSnxHgqJLxMQogc+PI4Mh8Rlofco7faR2BVcKwU8tFICfTQxHgqJLxMQogc8HHkiWU8R2/lCKw0Wr4m0FMh4WUSQkQTFkdvpYnKUwI9lRJeJiFERETjjAn0oInXTwgRERFNCiwJIZpgvH081d/HUadCi3wiCg5MQogmEH8fT/WlfnkqtMgnokFCCFhMNpiNVmma499qrXJMvwuYhBBNIOPxeOpUaJFPRIMJyFvPluPapS6n6S/95Kj0d0JGFO54snDMEhEmIUQTVKAfT51KLfI9cVfd5U31Fquyxp8vveeyitKZxWQbloAM1XyxCxaTDRqdakxiYBJC5IG7MWUA78aVAcZubBm2rg88b6u73CVrrMoaX6PpPXeyVFEGqjrl4V8sd0o0zEarU4nIWGESQuSGt2PKAO7HlQE4tsxEMtrqLlZlja/x6j03WD/XQFanaHSqMSvt8IRJCJEbox1Txi4Yxpbxpsjal6LqyVo87ciX6i5WZclvLHrPDfbPNRiqU0aLScgQQ4vfDRYDh2onn8aUsQuWsWX8KbIe6Ys3mIunA4XVXRPLVP+85KpOGS0mIQ5cFb+v2r+Kxek0oceUGYsi62AtniaaquSqThktJiEO3BW/B0NxOlEgjLbIOtiLp4loYmES4sbH934MwHODQ395euICkP+pC5q8pnqRNREFFyYhbvha/+8tX564APjUBRERTV4cwG6cBeqJC+CraiIiIqKJiCUhMvLniQsgeJ66ICKiwHB8jN7V4/KT9bF4JiEymshPXBARUWB4eoze3hB8sj4WzySEiIgIwzv189SBXyBLJrx5jH6yPhbPJISIiKa8kTr1G/po+liVTAx9jH6yPxbPJMQH9kdrXT1COxEflw3mwdk8mWyfAxHJz9dO/caqZGKqPUbPJMRL7h6ttTcQnWiPy07Uwdkm2+fgiavxXkYa32WyNl4j9zyNC+TNeEA8Z4bz1KnfZC+ZGG9MQrw0YB3weMOeaL2qTtTB2UaKe6J9Du54M96Lqy/Cydp4jVzzZVwgdzdOnjPDTbXSCDkxCfGD46O1k+Fx2Yk6ONtk+xwc+Tvey2RtvEauBWJcIJ4zJKcpm4QIIaS/7SPlemuyPVo7UfdnosbtK2/Ge2ER8eQjhBhWneKp6sTXcYF4zlAwmBxJiBCAqf+r1/a/NaGAiwtWCIF/OvxP0mv7SLnPf+35sY6UyGcsGp56XFWzXFi23GPVCc8Tmoh8TkLMZjP27NkDrVYLm82G1NRUbNq0adh8Bw8exNWrV6FWq9Hf34/t27cjLi4uIEE7EQJ4cQPQWPrVtF9mDv6fshh45L1hiYjBYkDV9SqnaRWtFRiwDgQ+PppSHJ844tM75C931SysOiFvCCFgNlql1/a/1Vpl0H3/+JyE7N+/Hzt37kRYWBgAoLi4GE1NTUhMTJTmOXXqFKKjo7FlyxZp2u9//3s89thjAQh5CHO/cwLiqPHE4PvaMLeLH7rzEDa9NTyJokHuHuP15hHeqXbD9fTE0WR8eofGR9axowDcNywlciSEwFvPluPapS5p2ks/GTyHEjKicMeThUH1/eNXSYg9AQGAzZs3Y9++fXjggQekaVVVVU6vASA8PHwUYXrpyTpAGzpYHWMvDRnBWI2WOxl4+xivuwahU+2G680TRxPh6R0+8hlcfGnnQWQx2ZwSEEfNF7tgMdmg0anGOSr3fEpCTCbTsGRCqVRCrXZejWMJiJ3Vah02LeC0oR5LPcg3o32MdzxvuK4aGst5Ixz6xNFEeXqHj3wSTR4P/2I5NDoVzEarVBrijaHVOY7fr/7M54lPSUhraytiY2OHTbfZbE6vp02bNux9T0mI0WiE0WiUXnd3d/sSFo0DXx7jHe8brruGxnKWwkzUJ3f4yKdn7kqJpkIJkVzjqpD/NDqVz6Uerqpz3vnPU7jrJwu9mm/dd7J82p5PSYjFYoFKNXyHRsp+3njjDWzdutXt+8888wyeeuopX0KhcRbMN1V3DY2Dvdoj2Mn1yKen6iD7dlz97U6gbojelhJNxhKiYBlXhcaeq+qclvpuWEw2v+YbiU9JiFqt9rla5dSpU5gxYwamT5/udp5du3bhiSeekF53d3cjJSXFp+0QAWxoHEhyPPLpS3UQ4F1jzUDdEEdbSjSRS4iCZVwVGl8PPL0Er/zL8YDN54pPSUhcXBxKS908ieJCe3s7Kioq8PDDD3ucT6fTQafT+RKKez72GUKTCxsaT2yBqA4aaixuiL6UEk22TsE4rsrUodZ6V5Xj7Xwul/VlZq1WO6y9hs1mg9lsHjavzWbDyy+/jP/5P/+n38H5zI8+Q4goOPlaHTTUWN4Qp3LHYOO574GqmmMbleDl8yO6Go0GPT09iIiIADDYT8jq1auHzffCCy/goYceglKpHH2U3jIbRtVnCPlmNH2IAFOvHxHyzVS+0U809mTBVVLgbwIQyKo5tlEJXj4nIdu3b8fu3bsREhICs9mMpKQkpKenS9U0RUVF+OSTT3Dq1KlhCciCBQuwcOFCV6sNPD/6DCHvjbYPEWDq9SNCNBm5SxbsSYG/CUAgq+bYRiV4+VUS8vjjjw+bXlRUJP29cuVKrFy5cnSRjRb7DBlTo+1DBOATLESTwUjJQiASAH+r5thGJfhNjgHsSFa+9CECTJyOu4j8MZX703BMFgKZALBqbvJiEkKjFsx9iBCNp6nenwaTBfIVkxAimjQcSyHclUCMZekD+9OQn9znAPmGSQgRTQqeSiEcSyDGq/SB/WmMv2A7B2hkTEKCnKvHYEd6BJaPvn7FfvyGHrPJcozcPRo5FX/peVsK4a70QQjhdBz9GYzLEasmxt9oz4FgM/ScdLy2AzF4XDBgEhLEvHkM1lUDTz76Osjd8QuGAe4CwdOjkVP9l56rUghPpQ+ujuWVRx5F+ut/nrLHcKLz9RwINq7OSfu1nfrqK/jrLytGHGRuImASEsT8fQyWj74OGrAOuD1+k+EYefrVN56/9Dx1VAV4V/8e6M6ufC2FcHUsByorJ8SvZXJtopdEubu+DeXlMHf1BWTwuGDAJGSC8OYxWD766p79+E3WY2T/1Tfev/RG6qgKGLn+faw6u/JXxt8P4+LadeOyLSJvZB07CsB1r7CjGTwuGDAJmSD4GOzoTPbjJ9evPm/q4EcqlRmPzq58MZrxaojGgqdzcjSDxwUDJiF+8rXBo7v5gdE3JPW0blfrH9rYNVBxjBSfq9iGNqydLA1GfeVtB1fB3OB0aB28P6UyY9HZVTA13h2LMVaCMQZXDSo9rd/VQHUjDU43np+fN4/9jndMkwWTED/42uDR0/zA6BqSjrTuoet3NX8g4vA1PldxjlUMwc6XDq4CXTURyN49A1Eao9TrodDr3d6QfP2SD6bGu4GsdvI3kRiPqi93DSrdrd+bgepcJaPj9fl5+9jveMY0mTAJ8YOvDR5HamA6mkaS3jRedVy/p/nHorGmr41rJ0ODUV/50sFVIKsmgrF3TyEErgTwJhksjXdHisWXeEZzjMaj6svXY+7vQHXj9fnJdX1OFUxCRsnXBo+ODUwD3UhyaOPVkdY/3o01PTWunawNRn3lroOrsWhwGoy9e4qBgTG7ScrVeNdTLIDvn22gjtFYjfPiahvert+bgerk/PzG8/qcKiZ3EiIEYOp3fh1g9gaPjh3FeGob4thA0t0y/nawNXTdjsu76shGr9ZLSYir+UaKz926Hd/3pjO18W6jMpJAt9/x5rOwc1el4biMvT1DILn6chVCQAwMwGYwSE+LeNOWIlBtMOwxCSFg7ex0igFwrnZw16mTI3tVD0aYz90+BbINhePnPJrPNuvYUShCQvz6nEaKwX6tj+azdHXM/Tn/HXmK1VPHXr7uh6tlgOGfuRDC6/2Tg7tOzYZONxutUGuV4x7f5E1ChABe3AA0ln417U+3A986PAabEvinw/8kvfamMyx3y+zdsBcPvffQqDrYctUO49t//zZe3fSqT/N5G599GXdtThzXAcjbRmUkgW6/4+kY+7KOKw8/Ir22t2dI+cMer5b3xtAvf09F/h6L+wPYBsN+Axsax9BqBwBuO3VyPEau9smbY+lrGwdfjPazVYSEoPFb/zSq4+0uhtRXX8GVHfePft0B7ATOl1hHsx/env+eOrkLBkIIvPVs+bBOze78ceGwzs5e+slRJGRE4bbH541rjOOf9owXs8E5AQGAL78AzP2u5x8Fg8WAqutVTtPsbRt8XabT2Dlimw1v4hm6jtNtp4ct66pti30+X+JzXLcvbVRGmt/b/Q0kT+19AN9j8vaz8EQYDBg4fdp5veXlEAMDXq/DV97U6wdyudHE4alTJ8dj5K4aY6RjGeh9Grru0Xy2nqpmvI3NXQy2zs7Rr9tFfPZO4Pzha6z+7oe3x9VTJ3fBwGKyuezUbKDXMmw6ADRf7Br3Ds8mbxLi6IeV47apQ3ceCtgyH9/7MUrvK8XH93485vF4ms/deyOt2x6//d9I+xGI/Q0kx/gDEZM/58ZQGX8PfEneSLKOHUVO+Umpw6SxXm4068s6dtSr7Xk7nz8x+Gu0n20gYnMXw1iuO9Dr8/TZ+rMf3i4jx7XpiweeXuJy+sO/WI6HfyFfe5bJWx3jSBM2bpsaqVdTX5YJRAdb3sbjaT5P8Y20Tl/iD7YOxQIdjz/nxlBydKTl76O3ge5AzZv1eXt8/D2OY9kp3Gg/20A9Ij3e6w70+jxtx5/98HaZYO/kzl2nZhqdvJ2dTY2SECIiIgo6TEKIiIhIFkxCiIiISBZMQoiIiEgWTEKIiIhIFkxCiIiISBZMQoiIiEgWTEKIiIhIFkxCiIiISBZMQoiIiEgWTEKIiIhIFkxCiIiISBZMQoiIiEgWTEKIiIhIFkxCiIiISBZqXxcwm83Ys2cPtFotbDYbUlNTsWnTpmHznTlzBh999BH0ej16e3tx9913IykpKSBBExER0cTncxKyf/9+7Ny5E2FhYQCA4uJiNDU1ITExUZpHCIHPPvsMP/jBD6Rpv//97/HYY48FIGQiIiKaDHyujjGbzVICAgCbN29GSUmJ0zzHjh3DmjVrnKZlZmbi6tWrfoZJREREk41PSYjJZEJ4eLjzCpRKqNXOBSoNDQ3IyMhwmjZ37lycO3fOzzAnNoPF4PLv0a4r0OsONH9j9TRfII+fL+tynLdjoAPthnb0m/u9mn8kNsNX81o6OmBpb4et3/26/VlvoLc70rq92Y6/++jLtseKNzEMnUeOuD3FMNp4ArU/7s4PS3v7qM8Vb7bpz374u+/+nDeTnU/VMa2trYiNjR023WazOb0WQgybJyYmBm1tbS7XazQaYTQapdddXV0AgG7jP9bT3QO4/Lv7HysYaT7nZfoVClgNVgBAT3ePy7+7/7Hu0czX3d0Ni8aCW1+7Vdq3W1++FSfuO4F+c79X67ZoLE7z2peX1ufDugOxT2MZq6fj5WodrrY5Uny+Hi+LxjJsu+v3rZf+dozN1b57s+7zi5dI66hc/VUJYs7JMgCArb8fvdZ/LNfT4/rv7m4oLRaneSsWL0HOyTLn5f8x30jbdbWMN+sGMGw5d9txua0h+zTS+lzN4/Taw/Hyaz43MdiPqatjZOdqGW8/W29jdfc5uYrB5WcYgPPLl1iHxjT0/HDkS6xuY3Dx+Y14HLzd9wCfNyNdWwZTn8u/Abh9b7TLeDNfT8/gfK7yAJeED+rr68Wnn346bPorr7zi8fVI03/6058KAPzHf/zHf/zHf/w3Cf41NjZ6lVf4VBKiVqth/Ucm5olCoRg2TQgBpdJ17c+uXbvwxBNPSK9tNhs6Ojowffp0l+siIiKi4COEQE9Pj9PDKp74lITExcWhtLR0xPlcJQ5tbW2IiYlxOb9Op4NOp3OadtNNN/kSGhEREQWBqKgor+f1qWGqVquV6oXsbDYbzGaz07TU1FRcuHDBaVplZSVycnJ82RwRERFNYj4/oqvRaNDT0yO9Li4uxurVq53mWb58+bDHds+ePYu0tDQ/wyQiIqLJRiGEt01YB5nNZuzevRshISEwm81ISkrCtm3bpGqaoqIiAIM9pn744YfQ6/Xo6urC3XffzSSEiIiIJD4nIURERESBwAHsiIiISBZMQoiIiEgWTEKIiIhIFkxCiIiISBZMQvzU2tqK6upqGI1GnD59GleuXJHes9ls6OzslF63t7dLf/f29uLy5cuwWq2oqqpyO56OO729vTh16hRKS0tx+fLlUe+HO5cuXfJ6XoPBgOrqapw5cwbV1dXo93GwqbNnz/oaHgBIx7C2thYdHR1+rWO0rl+/LsVx9uxZNDc3yxIHEdFEFPRJSGdnJ+rr63Hjxg20tbWhsbERFotFurHX1tait7dXmr+5udmrgXNaWlqc1nH9+nUAQGNjI86ePQvLPwYWam9vd1qfyWQCAJSXlyMvLw8ff/wx5s6d67S+119/He3t7SgvL4fJZMKpU6fQ2NgIq9WK6upqJCcno6SkBDk5OU7Ji+O+OhoYGIDJZEJjYyPeeust5OfnY8GCBejt7UVFRQUAoK6uDjU1NdK/8vJy1NTUoLGxEadOnYLFYhm2b/b9a21tRWNjI1555RWcPHkSZ86cwalTp3Dq1Klh+w0MdsvreOyOHTuG/Px85OXlITs7G+Xl5SPuk+N229vbUV1d7ZSMNDY24uLFi24/yyNHjuD06dMoKChAdnY26uvrnd63H6+LFy+io6PDZQxDOe7j0Bjs557jsAWtra1oamqS4sjNzUVTU9Ow7XZ2dro9X0eKwd3xc8cxAbT/7epYDgwMSO/ZzwlX8w2Nx5H9PBgYGEBtbS3OnTs37PxyF9tQra2tLv/2xFNs/nC81n1NpP3dDjCYyNq/f2pra9HY2Ch95q4+J3+MdD2NFK+315Cr72ur1ery+hnK0+dpMpncrsO+nKfzpr+/3+lYHjt2DPX19cPW5e48bGxsRF1dnfQ5VVVVobe3d8Trx9t9dPf9Wl1d7fH7YjLwqdv2sTZ0NN7jx48jIyMDiYmJePfdd6HRaDBv3jz813/9FxYtWgSj0YilS5di7969WL16Na5fv45z585Bq9Vi8+bNmDZtGtrb29Hb24vu7m58+umnmDFjBmbPno2//OUvWLlyJWw2G5YuXYrXX38dt9xyC1JSUtDY2Ig33ngDaWlp6O7uxvXr11FYWIgbN26gpaUFM2bMkOJTqVQAgJMnTyI5ORkfffQR0tPT0draiqVLl+LFF19EWFgYMjIycPToUXR1dUGtVmP27Nk4ePAgLBYLZs6cifPnz2PmzJlITExEe3s73nzzTSxevBhKpRJmsxkXLlzAhg0bkJubi9LSUixbtgyHDx/GzJkzodVqUVlZiaioKGzZsgXAYA+1wGD39x0dHXj99dexbds2pKSkYPfu3VizZg2uX7+Oa9euQa1WY+7cuUhNTcW1a9eQk5ODzMxMXLx4EWq1GomJifjkk0+QlZWFxMREVFZWYvbs2fjoo4+wdOlSfPzxx9JndvDgQRgMBnR0dAzbp9dff93lds+fP4+VK1ciIyMDH3zwAXp7e7F27VpERETg+PHjWLx4MQDg7bffRlZWFhQKBSorK5GWloYFCxYAAE6dOgWdTgelUomwsDB8/vnn2LBhA6qrq3Hu3DmsXbsW7e3tqKqqwrJlywAAX3zxBUJCQqDRaDB79mycPn0ahYWFaGhoQG9vL9LS0hAREYHnn38ed9xxB6xWK/793/8dhYWFSE1Nxfnz5/Hll19i/vz5AICGhgbU1NQgKyvLabvvvPMOtFotIiMjsXTpUpw8eRJLly6VYtDr9VAqlZgzZw7eeOMN5OXl4caNG6itrcXixYuRk5ODY8eO4csvv0RhYSFsNhtqa2sxd+5cCCFw/PhxhIeHY/bs2Xj77beRn58vnW8JCQlYtWoVIiIi8Nprr0mxnj17FiqVCmvXroXNZsOf//xnbNu2DREREdi/fz/y8vIQExOD48ePQwiBVatWoampCZGRkejq6oJKpcKRI0ewbds2/PWvf8XNN9+MtrY2rFu3Dr/4xS9w++23Izs7G8eOHUN0dDSEEKitrcWMGTOQlJQ07Hp89dVXsWTJEmRkZOD8+fOYPXs25syZAwAoLS1FaGgoAKC+vh5dXV1Yt26dU2zTpk1DVVUVQkJCIIRAVVUV1Go1cnNzMTAwgPb2dsyaNQvd3d2or6+HEAK5ubk4ceIEIiMjERcXh+vXr6Onpwfz589HbW0tjEYj8vLyAAyWuvX09GDZsmUoLy+HUqlEd3c3NBoNZs6cifj4eACDnTfOnj0b2dnZTt9nn332GWJiYtDR0YFZs2Zhz5490ndWc3MzNBoNIiIipPWuX78e7e3tOHDgABYtWoSUlBRUVlbi1KlT+OY3v4nq6mppeAybzQar1Yq5c+cCGLxxRUZGoqenR/pxtGnTpmHnQEdHB/r6+pCUlISzZ89CoVBg9uzZEELgs88+k67Vjo4OCCGwfv16tLW1OV1DVVVVCA0NhRACpaWliI+Px4oVK5y+r3/7299i0aJFSExMxNGjR2E0GpGYmIiYmBjEx8ejqqoKBQUFOHjwoPQdc/HiRYSEhEClUmHOnDnYu3cvvv71r8NqteKFF15AcnIyZs6ciQsXLsBsNiM3N3fYeTP03BNCYPbs2bh8+TIWLFiAY8eO4cqVKzh79ixWrFgBIQReeeUVLF26VDoPIyMjkZCQgJSUFJSVleHcuXMICwtDeHg43n77bWzdunXY9fPiiy9i0aJF0vGxWq1YuHCh0/V94sQJhIeHIyUlBStXrsTRo0eRkZGB7u5ulJeXIzExEWq1Gm1tbTh16pR0PysuLkZ2djays7OHnQO1tbW45ZZb0NXVhStXrqCnp0e6bi9evIjY2FjodDoYjUbMmjULXV1duHTpElQqFdLS0nDmzBkAQF5eHoQQOHPmDAoKChATE+O0jrKyMixZskQ6B0YraJKQpqYm1NbWIjExEUIIKBQKXLt2TdrRmTNnQgiB9PR0JCQkICIiAgMDA9DpdIiMjER2djb6+/uxcOFCAIOZZVVVFZqbm5GcnIyCggJkZGTgr3/9K5KTk5GZmYmVK1fiww8/hE6ng1arhdVqRUREBMLCwpCVlQW1Wo2QkBAkJCQgMzMTb775JrKzs6FWqzFjxgycOXMGS5YsQWVlJWJjY5GQkICzZ89ixowZaGhoAADMmzcPFosF6enp6O3thclkQk9PD1JTU9HQ0ICEhASYTCY0NDQgKSkJOp0OiYmJCAkJQX5+PkwmE958800olUpEREQgPj4ex48fR2VlJR544AFcunQJycnJsFqtSElJcTqm9v0BBgcftP/teLzS0tKgVqul+KZNm4Zp06ahs7MTs2bNQn5+Pq5duwar1YrIyEiYTCZcu3YNGRkZEEJAp9MhLS0NVVVVUKlUsNlsWLt2LUwmEy5fvuy0T+62m5CQAIPBAIVCgeTkZCnGpqYmVFVVISYmBkIIzJw5E+fOncO6deuwYsUKxMbG4vPPP4der0dSUpJ0vA4cOCCtQ6vVIj4+XhqbqKamBjNmzIAQAk1NTcjLy4NWq8Uf/vAHxMTEICIiAnV1dVAoFCgoKJDWk5CQAABYv349Lly4gKVLl8JqteL2229HU1MTAODy5cvIzc0dtt2ZM2cCGBzuuq2tDRcuXJDGRrp8+TLy8vKQmZmJsrIy2Gw26SbR0tICYHBspejoaERGRko3xerqamRlZeHIkSNYvXo1jh8/jry8PDQ2NiIhIQF5eXk4f/48MjMzERkZKZ0T9uUtFgvOnTuHiIgINDY2SteR/T37565UKpGSkgKTyYSzZ88iKioK69evBzCYeCckJEAIAZVKhWnTpgEAkpOTMWvWLFRVVaG/vx8hISFYuHAhLBYLlEol+vr6hl2P27Ztg1KpRHJyMpqamtDT04OamhoAwJUrV5CXl4fW1lYkJydL54hjbFVVVbh69So2bdqEI0eOSOfntWvXsGLFCuzfvx8zZsxAQUEBrFYrlEolrl27hvnz58NqtUKhUGD+/Pk4ceIE8vLyYLFYYLVaUVBQgDfffBMxMTHo7OxEXV0drly5gvz8fMTHx+P9999He3s7Zs+eLR3jWbNmoaSkBFeuXEFRURFUKhXa29sRFxeH0NBQxMfHIzo62ula0Gg0aG9vl25w9mvG8XspJSUFBoMBVVVVOHfuHO644w6o1Wo0NTWhuLhYStQuX74MhUKBr3/961CpVOjs7HR5DlRVVaGlpQUFBQUwm81Qq9Vob2/HqlWrcPbsWSk+rVYrxVdXV4f29nZcuHABCoUCly9fxrZt23DkyBHk5uZCpVJJ5/zQ72v7d8yZM2ewfv16lJeX48iRI1AqlVAqlbDZbFAqlTCZTLh06RKWLFmC+Ph4lJWVQa/XS9dgdHQ0UlNTkZmZiY6ODly8eBEpKSnDzhuDwYCWlhbceeedUgmS1WrFjBkzkJCQgPT0dISEhKCwsBB9fX3Izs7GHXfcIX0PWa1WqNVq6TsgMjISUVFR6Orqglarlb5Th14/ISEhKCgowMcffyydF0Ovb5vNBp1Oh4GBAZSVlaG1tRXx8fEoKCiA0WiEVqvF9evXkZOTA4vFIp3jarVaurYczwFgsIPQrq4u6fO0J8b19fXIyMhAYWEhzpw5g5qaGkyfPh0FBQWw2Ww4d+6ctIy9FGbVqlWoqqqSvgcc19He3g69Xo/Dhw+jra0N+fn5UKvV0n3bngR6K2iSkMTERKcb6aVLl5CXl4eqqiooFApUVVVBp9Ohv78f7e3tuHLlCqZPn45Tp05BCIFPP/0UGo0GFy9eRHZ2Ntra2qBSqRAfH4/+/n6Ul5cjJCRE+rXf29srJT2nT5+GzWZDX18fgK/q+b/2ta/h5ZdfRmpqKubNm4fo6GicP38eO3bsQGdnJ5KTkxEbG4vY2Fh0dXXh3LlziIuLQ1NTk3TD1+l0MJlMqKysRFxcHKKioqT3oqKikJmZCWDwJL927Rp6enqkIsKOjg5MmzYNc+bMwXvvvQdg8Nf24sWLkZqait7eXsTGxqKxsRGffPIJvvGNb0jH02w2S2P6XLp0CQMDA7Barfjss88ADBYvzp8/H5999plUldHT04OFCxdCr9dj2rRp+PTTT3H58mWkpKTAarVKJ3hGRgbKy8uRm5uLyspKTJs2TbphWywWxMXFAQAKCwulYy2EQHR0tPRL889//jO0Wi0sFgsiIiKkm3JycjKqq6vx+eefIyQkBNOnT0d2djaAwWw/NTUVLS0t6OjoQHJysvSLY2BgAG1tbYiNjcXGjRvx0ksv4dixY7h27Rqam5uh1+ths9mkL/aUlBQcP34cDQ0NWLNmDdLT09HU1IScnBykpqaisrJSSnDCwsJw9uxZmEwmpKSkID8/H1euXMHnn3+OuXPnSjfFW265BY2Njfj888+lxE2v1+Py5cuIjIxEamoqWltbodPppAu1r68PM2bMwPnz5xEaGooLFy7g+vXr6OzshNVqRUdHh9TexmazYdq0aTAYDDCZTOjv78eSJUugVCoRHx+PEydOQKPRSL+0bty4AbVaLR1LYPCLSq/Xo66uDl1dXaiursalS5ekX7KhoaHSl158fDzCwsJQWVmJwsJCJCQkSG2dmpuboVKpcObMGeh0Ohw/fhy5ublobm5GdHQ01Go1CgoKUFBQgOrqapw4cQJ9fX2YP38+6uvrUV5ejqtXryItLQ3Xrl1DS0sLtmzZgrNnz+LChQvIzc2Vel9ubW2FRqOBWq3G1atXERoaisLCQoSEhODdd9/Fhg0bEB8fj9DQUOmYnDx5En19fVixYgWsVivCw8Ol74Ha2lrExMRg5cqVOHHiBOrr67F9+3aUlpYiPT1dilWlUuHChQvSuq1WK4xGI0wmExQKBfr7+zFr1izpc4qPj5eS66997WvSDTYnJwdWq1W6GXd2dkKhUKCnpwcqlQqff/45YmNjkZubi5qaGhiNRul8VavV6OrqgtFoxMmTJ7F27Vqkpqaiv78fhw4dQl5eHgwGAxISEjBr1iycPXsWXV1dUtJt34+jR48iMjJSSgL0ej26u7vR19eH8vJynD59GlqtVjpHW1panOLT6XS4+eabYTKZoNPpkJ6ejvPnz0OpVErHvLq6GsePH0d/fz9aWlqg1Wpx5MgRdHZ24tq1a+jv75eOn8lkQmFhIcxmM2pqapCXlwer1YqcnBzU1NRACIGysjJs2bJFKum1b98+hllFRQWioqJw/fp11NTU4Msvv0RCQoJ0bc2ZMwcWi0X6PCMiImA0GtHa2oqTJ09CqVQiPz8fCQkJ6O7uRnNzM0pLS3HbbbfhypUr+Oyzz3Dbbbfhxo0bOHr0qNRObtGiRTh8+DBCQ0NRWlqK3t5eaLVa6foxmUy4cOEC1Go1Ojs70dfXB41Gg/DwcFy9ehXXr19HXV0dZs6cibS0NMTFxUlt6crLy3H58mX09/dj/vz5+OKLLxAWFob8/Hy0trair69PurYcz4GBgQH09PRIVUhXrlxBamoq4uPjERUVJX3+Wq0WISEh0nz19fXSeHD19fXQ6XS46aab0Nraio6ODul7wHEdGo0GycnJKCwsRHV1tVSy76+gSUKAwXr+2bNnQ6/X4/z581CpVEhJScGCBQuk9hQrVqyAzWZDREQECgoKUFtbi/7+ftx6660wmUy4evUq6urq8M1vfhPA4K+1jIwMXLlyBV1dXZg+fTo6OzsxY8YMnDt3DhkZGejv70d4eDgiIiJQU1ODlpYW5Ofno6SkBDqdDs3NzThx4gRqa2uRnp4uXSSOI/9qtVpkZmbiww8/xPr161FWVgZgMJHIyspCU1MTpk+fjurqainROn36NMxmM/R6PU6fPo3Nmzfj6tWrWLx4sdTI8dq1a/jggw8wa9YsnDlzBq2trdIvzurqatx8880oKSnB448/jpMnTyI2NhbAYB1oVlYWysvLERMTg6SkJJSUlGD9+vXYs2cP1Go1ysvLpYtFrVajtbUV9fX10kWsVqul9isJCQloamqC2WxGT08P9Ho9ent7kZ+fLxXjdXV1QalUSr9EiouLMXPmTMyZMwfnz59HXV0d4uLioNfr0dDQgM2bN6O5uRkbNmzAyZMnpSLnzMxMNDU1IT4+HrW1tdL6Tp48idTUVISHh2Pp0qU4c+YMpk+fDmDwV4/FYkF5eTn6+vqwePFi3LhxA7GxsQgLC4PBYEB+fr5UbVZSUoLZs2dDoVCgpKQEoaGhSEhIQHl5ufSLY/78+SgvL0dUVJR0Q3j55Zcxa9YszJkzB9OmTUNNTQ3mzJmDrq4ufPnllxBCwGazSaUDQghcvHhRulldvnxZKjYHBhsaX7lyRapW2rp1q/QL/8svv0RkZCTy8/Ol2FNSUqDRaJCZmSmdf1evXsWKFSugUChgNBphs9mwePFitLe3w2g0Ijw8HHPmzJG2a79O7CVdPT090i+voqIiDAwMwGw2Q6vVIjQ0FLfccgvOnj2L5cuXS3GrVCrk5eXBZDIhKysL4eHhOH/+PG699VanX9320ouOjg7o9XpMnz4d06dPh81mg8FgQFRUFKxWK2bOnImqqiosWLAABQUFOHnypLSOVatWAQCysrLQ0tIiVYEODAzgX//1X2GxWFBbW4vIyEgYjUa0tLQgOTkZSUlJ0s1+9erV0o19/vz5MJvN0q/7Bx54AB988AE2bNiAL774AosXL8bVq1el5bOyslBSUiJ95xQUFODDDz+Ubry33347TCYTamtrpR8ywOA4W/39/VJiYP9lnZubizlz5qCurk5q23XlyhUIIZCQkIDw8HAAkD6bJUuW4P3338f27dtx9uxZqRRg0aJF0udkbxw99PjZSyXs55fZbEZiYiLa2tqQl5eHZcuWwWazST+oFAoFWltbceuttzrFp9VqcfXqVekm9PHHH2PDhg0wmUzQ6/VSyfV3vvMdWCwW/O1vf0NPTw9uu+02aDQa6fzasGEDysrKYLFYoNVqMXPmTOTk5KC+vh69vb04ffq00zbt28nNzYXFYoFGo8FNN92EZcuWwWQyYd++fVizZg3y8vIQHh4+bDBV+7VgNBpx7tw5aDQa2Gw23HXXXVKVyEcffYSdO3fi/fffx9e+9jUcP34cO3bsQEFBAfbv34+srCwsX74cKpUKWq0WDQ0NKCgoQFhYGObNm4d9+/Zh/vz5yMvLQ21tLebPn4/p06dDpVKhsbERSUlJ0o+0devWQaFQIC4uDiEhIVIJ2c6dO6V4u7u7ERUVhblz56Kvr8/pOHR2duLGjRvo7OxETk4OioqKYDKZ0N3djW9961tS9cztt9+Oixcvor6+HjfffDMKCwsRGhqKkJAQpKWloa+vD/X19Vi1apX0A3DlypWYPn06FAoFWlpa8L3vfU8qlVm7di1ycnLQ09ODwsJC6Ydmfn6+dKzb29sxbdo0KQZvBVUSsmPHDlRVVUGr1SIjI0M6YQDnjC0sLAwDAwPQarUwm83SRavVaqUSEruysjIkJSUhJSUF1dXV6OzsxPz58xEdHS2N6tvX1+f02mQyYe7cubjpppuwfv167N+/H6GhoZg5cya2bt3qMvaQkBCnjND+RWm/uSUkJKCqqsrpKY77779f2t9Zs2ZJ21Sr1dBqtVKx6Zw5c6SSoMzMTClJsG8zNzcXwGDxtJ3jdt944w1ER0dLsYWFhUnvaTQanDhxYti6AUCv10v71NraioiICCxYsACvv/46YmJisHDhQqd9UqvV0Gg00nEcGvedd97pcn8dY7cXuyYkJKC0tBQ9PT1STP39/bj55psBYNixdLW/ubm5TnFXVVXBYDBI+2Sv67bvX3h4OBYsWOB0TLKyspzODXvp3NDjpVaroVKpkJOTM+x8GrqMfYRpIQTef/995OXlSTeJsrIyREZG4vr166ivr4fBYEBhYSG++OILnDt3Dnq9HnPmzMHvfvc7bNy4EUIIHDx4EDk5OcjKyhpWRz5z5kzk5uaiuroaJSUlWLduHYQQTm1q1Go1TCaTdM4KIaQbtn17CoUCv/nNb5CSkoLs7GzU1tbi6tWrmD9/PiIjI1FQUCCVrDhu591338WSJUukpOjTTz+VqlhDQ0Od1h0VFSUdh/7+funat7ebUavVTu2ydDodTpw4gaVLl8JsNuPMmTNISEhAYmIiSkpK8NFHH0l18a+88goWLFgApVLptI6QkBCpbddnn32G5uZmmM1mqd3GmjVr0NbWBo1Gg9raWixatAhvv/02+vr6cOnSJSlJnjNnDsxmMxoaGhAZGQmlUimVnsyePRtvvfUWsrKyMHv2bFRXV6Ourg5ZWVnScUhNTXWaz/6Z1dfXY8mSJVCpVKisrERzczNMJhPS09Nx7NgxLF26FDabDXV1ddIPEJvNJh2/uro6l9+HaWlpeO+992AwGJCamora2lpoNBqpPYz9s7Wf2wMDA1CpVFLRv/1csSfcQgjpx5E9KdLr9dLyjufXJ598IrUjcTw/rly5gosXL7o8J0NDQ1FQUAAhBE6fPo3Tp09j7ty50Gg0UpJjNpulREOpVDq187KXksfGxkrVVlarFWazWUrmVSoVlEqltI/2ebRa7bD9CAsLg0KhkKqqHGOwn4dJSUlobGxETU2N1EzAaDQiOjoaUVFRUtuLoddMVVWV22vz4sWLyMnJQWJiotPnN2vWLLz44osoKiqCUqlEV1cXenp6sHLlSpSUlOD69eu4+eabMWfOHLz22mvYuHHjsHU4nlOxsbH44osvEBoaCpVK5bS+trY26Toe2tbp+PHjUns3bwVVEgIABQUF6OjoQGdnJ+bOnYumpiZ8/vnnmDlzJpKSkgAACoUCOp0OlZWVyMnJQUxMDGpqamA2m/Htb39basHd3NyMOXPmSHVjBQUFuHjxIsLCwqRMDsCw1zExMVK7jc7OThQWFmLatGkeH6cduoy9yiU6OlqqVrEXobna39DQUKflU1NT3R6XkbY5dLtLlixBbW2tNF98fPywmOztQNztk72KChisdrh48aIUl32fhh5HV3G7219Xx6uoqEhKPEc6lu721zHugoICXL58Wdpud3c3LBaLy/kcj8lI+zR030c6DuvWrUN1dTVycnKwfft26ebR3NyM+fPnS3XxDz30EP7+978DGCxRu/POO6HRaFBWVoZFixaht7dXqj7atm0bTCaTVEeenJyMrKwsKUnKz8/HrFmzpO06tqm5fv06IiIiMG/ePBw+fBjNzc246aabpKeC6urqkJ2djW9961vS010WiwXbtm1DU1MTBgYG0NzcjAULFiAsLMxpO6mpqVi5cqV0HBzb5Diu+/HHH5fa1lRUVKC3txd1dXUQQuDLL79Efn4+0tPTndplpaSk4IsvvpC+B6xWq3Stx8fHIy4uTqqLVygUTm2sXLXt+uijjzBv3jwYDAap3UZWVpZUjXT48GF8/vnnSEhIkEp45s2bBwBSDEIIaTsHDx5ESkoKFAoF5s2bJ1W92ku27N9tbW1tmD9/vsv59Ho9amtrMW/ePCm+hoYG1NbWoru7W0po58yZg/DwcDQ1NUkN+u3VWvbvraHfh+np6VJbkHvvvRdvvfXWsM8WGKxiDQsLQ3Z2NkpLS6FWq7Fw4cJh54rBYMB7772HpKQkbNq0CTdu3Bh2flVWVuJrX/ua07lrPz9WrlyJQ4cOuVzGnuAoFAosW7YMPT09qKysxKJFi2CxWIYd/8uXLzu183I8RkIIfPLJJ9DpdMjJyUFkZKR0jJuampCQkCBVxdpLGIfGVF5eLm13aAyO56HjPvX09KCjowN1dXVS2zD7eenNtVlZWYnIyEiXn5+96tR+7r3++uuYM2cOdDrdsGvBXn3ruI6Ojo5h51RTUxPuuOMOp/UNbRc0tK2TvR2bLyb9AHbnzp2TGsQJIaDVaqVfIERyOn/+PJqbm6XqBmDwJp2SkiK1Haivr0dhYSEqKiqQlpYmfRm/9dZbuPPOO3H+/HkcOXIEd911l9N7eXl5w9btabuO7PXJvsTtbr7S0lIUFhZK19/169edkhJ3HGNw3PeamhpUVFRI7bLsxwdwvtZramqQlpaGW265BQDwy1/+Eo888ojHdQw99iUlJdiwYcOwz8LTcXD3OQWCY3xVVVUwm81O8bg6dkM5HqO6ujqputu+f2FhYV59tt5saySuzo/Rfj87Hv8rV66grKwsYMffW57uOaO9tjx9focOHcLGjRsxbdo0nDt3Du+99x7Wr18/7Fr4zW9+gzVr1gxbx9BzyvFYOq6vqakJaWlpyMrKcvt95YtJnYR0dXXh6tWrTtP8ab1LFCj2tiMApP4E7Oek4/mqUCik95OTk52m2x+9zMzMRHd3N1paWqBQKDBjxgzpl0hGRsawdbvbrrv4HCUlJfm8vGNsGRkZUsM5+y99O0/rsO8rAGn/hBDIysqS4sjLy3M6dvZlFAoFMjMz0dPTg2vXriEzMxO9vb0u1zH0GNtjz8zMHPZZePv52eexV6uOhuO67fsAwOlYDv2cHQ2Nz/EYeTpvRorJ3ba8WWbo+eHtdj2t25tjNJY83XMCcW25O8cdz1fHc9z+2bq6FtydA47vZWRkDFufvVHr0GUcr0dfBF11TCDZG1za6+aJ5ObYdsTVe67OV3uLeMc2TDfddNOw9ieO033Zrjfz2Z+y8GX5oW1j+vr6cPXqVZ/X4bivnvbPfoxcbXekdbg6xo7r8OY4jOX3zdD98+dzdneMPK1vpJi8OSfcLePuGPvL22M0ljydA4G4tjyd464+z5GuBXfngLtrxvEaDtgxFpNcR0eH3CEQOfF0Trp7b+h0x9fu/vZlu/7E4M3ynuL2Zx3e7p+3x8tTbP4ch7H8vgnE5+zPcfU2Jn+WCfTxGst1+xODt+8F+toar/kCcYwndXUMERERBa+gHzuGiIiIJicmIURERCQLJiFEREQkCyYhREREJAsmIURERCQLJiFEREQkCyYhREREJIv/DwLUgGhUDs29AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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BmbB0m7jN3WV899GPcZfNe+XzlDo5YPW1TMioGeTVbY3oWCSEbFH6YSzd5qEFtWqDjyv8qZ/2avW1PMioGeTVbearOmtEJ4Px+/34/f5Um9HgWLrNI795Ht0P6RJ32eGnDUQP6qbur65YfS0PMmoGeXVXrlVZXyxHJ4NxOBw4HI5Um9HgWLrNQwtqXP/0peQ0jY4TOGhoL0667GhsKX51ZfW1PMioGeTVXVs9yzpty7QtWaQd6ZTvpCGxdJuH3WGnY692vPLnE8yb9hlb1++g9xE9OeSYPhhpcJytvpYHGTWDpdsMLEcng9H11L5WSBWWbnOx2W14czwcf8kIUBQUQFEVbKS+Bo/V1/Igo2awdJuB5ehkME6nM9UmpARLd3KwO9PvdmH1tTzIqBks3WZgxehkMD6fD5/Pl2ozGhxLtzzIqBnk1C2jZpBXt5kB2On3iGZhGrJOS7R0y4OMmkFO3TJqBnl1mzm93HJ0MhhZU4dbuuXRLaNmkFO3jJpBXt1WwkCLhJA1dbilWx5k1Axy6pZRM8ir2yrqaZEQsj4JWLrl0S2jZpBTt4yaQV7d1oiORULI+iRg6ZYHGTWDnLpl1Azy6raKelokRHl5OeXl5ak2o8GxdMuDjJpBTt0yagZ5dZs508wa0clgXC5Xqk1ICZZueZBRM8ipW0bNIK9uM/PoWI5OBmNl1JQLGXXLqBnk1C2jZrB0m4Hl6GQwVo0UuZBRt4yaQU7dMmoGS7cZWI5OBmNm9dfGhKVbHmTUDHLqllEzWLrNwApGzmACgQCBQCDVZjQ4lm55kFEzyKlbRs0gr+6KigrTtiWnqygJsuVdCGPplgcZNYOcumXUDPLq9ng8pm3LcnQyGFkTTVm65dEto2aQU7eMmkFe3VbCQIuEkDXRlIy6dU2P6NZ1A5tNjrfSMvY1yKlbRs0gr26rBIRFQsj6JCCTbi2oEyj3M+vRD/jl+19p0iKPUy89iS599kNRlVSbl3Rk6uvKyKhbRs0gr25rRMciIWR9EpBJt7/MzxX9/8mmNVuwe2wAzH9+Mbe/cT2DTz4Em92WYguTi0x9XRkZdcuoGeTVbZWAsEiIsrIyU73ixoIsunXd4O2HZ7NpzRYAHFl2HFl2DN3g6ZunoaqZf3nL0tdVkVG3jJpBXt1mlr2wRnQyGDOj1hsTsui22VR+WPhz5LPm25tJdPOfW9m+YSfN2zVLhWkNhix9XRUZdcuoGeTV7Xa7TduW5ehkMMFgMNUmpASZdDdt3STyt+rYG5PjcNrJzs/8d/oy9XVlZNQto2awdJtB5o9tS4yiKChK5gekVkUW3bqmc/IVx+5tEHv+AcPOORxPTuY/CcrS11WRUbeMmkFu3WZhOToZjM1mw2bL7GDUeMii22a30fvInkx49nKatMxH6AJFURlx3hFc+8R4DN1ItYlJR5a+roqMumXUDHLrNgvr1VUGY2YK7caEbLqPHjuUkRccycoffiOnaTbtO7XH0A1UCXLpyNbXYWTULaNmkFe3ma+uLEcng5E1iE023WGHZr+eHWPaMh3Z+jqMjLpl1Azy6raCkS0SQtZEU5ZueXTLqBnk1C2jZpBXt5Uw0CIhZE00ZemWBxk1g5y6ZdQM8uq2SkBYJISsTwLJ1m0YBoZmoKhKWmUelrG/ZdQMcuqWUTPIq9sa0bFICFmfBJKlWwiBoihs/nMrS+ctp2nrJgw8/mCAtHB4ZOxvGTWDnLpl1Azy6rZGdCwSIuwRy/okYLZuRVH435XP8P6TH0faWnZozv0f30HLji2wO1Lr7MjY3zJqBjl1y6gZ5NVtZgkIOaZmSIrX65Xu4oDk6NaCOove/jrKyQHYsm4b91/waMqdHJCzv2XUDHLqllEzyKvbzNlmlqOTwQQCAQKBQKrNaHCSodvusLHgtUVxl634ZhVb1283dX/7goz9LaNmkFO3jJpBbt1mYb26ymBkzKYJydOta9VnGjZqWNZQyNjfMmoGOXXLqBks3WZgjehkMDLXSDFbtxbUOOKMQXGX7Xdge1rt18LU/e0LMva3jJpBTt0yaga5dZuF5ehkMJqmoWlaqs1ocJKh2+6wM3zMkBhnJ6dpNje9cCVaUDd1f/uCjP0to2aQU7eMmkFu3WZhvbrKYFwuV6pNSAnJ1H3HjAn8+vXvoenlrfIZfs7hOFyOtJheLmN/y6gZ5NQto2awdJuB5ehkMOFpiWbmI2gMJEu3qoYGQLsf0pmuB3dCAezO9LmEZOxvGTWDnLpl1Azy6jZzenn63KUtTEfWRFPJ1m2z2UjH+EAZ+1tGzSCnbhk1g7y6rYSBFgkha+pwS7c8umXUDHLqllEzyKs7Y0tAbN26lbvvvpvHH388Ztkvv/zCwoUL8Xg8lJaWcsYZZ9CmTZsUWNl4kPVJwNItDzJqBjl1y6gZ5NWdsSM6b775JoMGxU7hFUKwePFirrrqqkjbU089xaWXXtqQ5jU6ZH0SsHSnXreu6djsNop3luDN8aDa1KRMk00nzQ2JjLpl1Azy6jZzRCdtppfPnz+foUOHxr0RfvnllwwfPjyqrUuXLvz9998NZV6jJDs7W8qnAUt3ahGG4IuZ33Bht6s5veAizmhxMc/f9jrCEAghTN1XumhuaGTULaNmkFe3mSM6aeHolJWVsWbNGnr16hV3+bp16+jcuXNUW+/evVm5cmVDmNdo8fl8+Hy+VJvR4Fi6U4eu6fz8xQr+fc4UNqzeDEBZUTnT73+H5297zXRHJx00pwIZdcuoGeTV7ff7TdtWWry6eumllxg3bly1y+PdHAsKCti2bVu136laH6S4uBgITVnz+/1kZ2dTWlpKVlYWgUAgkm5a13VcLhdlZWWRdSr/7/P5cDgcGIaBEAKHw4HP5yMrKytm3fLyclwuF5qmoSgKNpuNQCCA1+uNWbesrAyPx0MwGERVQ8P8wWAwEpNU1Zaw3Xa7HSFExO7y8vKILUKIyHZ9Ph9OpxNd15Nid0VFBTabLWK32+2OewyzsrLw+/04HI5q7a56vKva7ff749pSXl6O2+2mvLwcRVEoKSmhoqIi7jEsKyvD6/VG+n5f7HY6nbUew7Dddrs9ob4PH++62K1pGi6Xi6KiIrKysti6dWvcc1YIgWEYCfX9vtitqirBYJCZj83GU+CkolTDmW2P/P/BS/M56bqjcXtcdbrWarI7rHn79u0Ru4GkXGvpdI/w+XyoqsqOHTvqdY+o7VpLp3tEcXExXq837vld13vEvl5rqbhHCCEi69b3HlGfa83Me0Qi15qZjk7KR3SWLVtGjx496lypVFGUyE0tHpMmTSIvLy/yr127dvU1tdEhhPmvChoDsuqG+A8FDc2Wagqc+kp8+EvNu3mBvH0to24ZNUN6XNOpwEzdikjhUdR1nSlTpjBhwoRI2yuvvMJ5550Xtd6rr77KmDFjotqEELz++uuce+65cbcdb0SnXbt2FBUVkZuba6KK9GXXrl0ANGnSJMWWNCyW7tTpFobgsWue470nPopZ1mq/Fry86jEU1byA5HTQnApk1C2jZpBX97p16+jYsaMpv9kpfXX1zTffAPDiiy9G2r766is0TWPAgAH07NkTiF/ca9u2bRQUFFS7bZfLJW3q7DAOhyPVJqQES3fqEAjOuvkUPp2+mOIdJZF2RVEYd+/ZGIaBTTUv22I6aE4FMuqWUTNYus0gpY7O4MGDGTx4cFSb3W6PGdFp3749q1atomvXrpG2H3/8ke7duzeInY2VcACbbBH7lu7U6VZVlWaFTXjy+8m8cf8sfl38Oy06FHDatSdw0NBepk8vTwfNqUBG3TJqBnl1Z1wwcm0cfvjhTJ06NcrRWbFiBSNHjkyhVemPbLVRwli6U4vNbqOgbVOufvSSyGsqXdNNd3IgfTQ3NDLqllEzyKvbzLxBaevohF9rDRw4EIAhQ4bw6KOP4vF4KCoq4owzzkileY0CWRNNWbpTrztcADVMsqq7p5PmhkRG3TJqBnl1m5kwMKXByA1JcXExeXl5UgUjh6u/ynaBWLrl0S2jZpBTt4yaQV7dmzdvpnXr1o0/GNkiucj6JGDplke3jJpBTt0yagZ5dWdsUU8Lc5EteC1MY9etBXXsjtCrHkM3QIl9FRSPxq57X5BRM8ipW0bNIK/ujC3qaWEusg55NmbdwhD88cOfzPrfXDb/uZX9D+3GmRNOIrdZbsT5qY7GrHtfkVEzyKlbRs0gr24zy15Yjk4GI2seocaqWw/qLPlwKXed9t/QSA7wy+LfmP/KIp749v9oWtikxpGdxqq7PsioGeTULaNmkFe30+k0bVspLwFhkTx0Xa+xTEam0lh12xw2nv3nqxEnJ8yuLbt5Y/I7KNQ8Pbux6q4PMmoGOXXLqBnk1m0W1ohOBiPJhLoYGqvukl2l/LVyQ9xlP32+otbSCY1Vd32QUTPIqVtGzWDpNgPL0clg7HY5u7ex6vZku/HmeCgviX03XdC2Wa3fb6y664OMmkFO3TJqBku3GVivrjKYqoVNZaGx6rbZbBz/jxFxl516zXFoQa3G7zdW3fVBRs0gp24ZNYO8uisqKkzblpyuoiTIFqUfprHqFggumTQGPajzwbPz8ZcHaFbYlLH3nEX/o/vU+v3Gqrs+yKgZ5NQto2aQV7fH4zFtW5ajk8HImmiqsepWVRUDg8sfvpCLJ42haHsxBYVNE35X3Vh11wcZNYOcumXUDPLqthIGWiSErImmGrPu8PRxl8dJi3YFdfpuY9a9r8ioGeTULaNmkFe3lTDQIiFkfRKwdMujW0bNIKduGTWDvLqtER2LhJD1ScDSLQ8yagY5dcuoGeTVbY3oWCRE2COW9UkgUd1aUEMYAsWmYrfXXGYhnUl2f+tBHUMIbDYV1ZYeEzatc1we3TJqhuTrNoRAMwxUwG5Lzv1PM4zQvUNRsCVQtw/2lr4wA8vRyWDMjFpvTCSqWwtqqKrKtx8uY8OqzfQY2JUDDuuBrunYGqHDk6z+1oI6IFj8zrdsXb+dg4b2ouvBnTAMI6Fio8nEOsflQUbNkDzdQggURWHVju18sX4dzb1ZHNulG6qiYDfputYMHQWF+X/+wfqiIvoXtqFPq9YYQqAqNSdAdbvdptgAlqOT0QSDwVSbkBIS0a0FNYp3lHDjsLtY/9vGSPvBI3pz3/u3NEpHJxn9rQV1tv61jRuH38229dsj7UNOH8Ttb1xv+v7qinWOy4OMmiF5ugVw08cfMHPlr5G25os+Y9qpZ9CpSdN6OzuaYbCtrJxzZk7nr6KiSPvwjp2YeuLJtTo6ZupOj/Fni6SgKApKLSdTJpKIbrvDzuPXPB/l5AAsnbecNx98H11rfLVlktHfdoeNBy95MsrJAVj09tfMfW7+ntGe1GGd4/Igo2ZIjm7N0Jm76rcoJwdgW3kZN378gSkjOnZV5faFn0Q5OQAL1q7h5R+XoRlGNd8MYaZmy9HJYFRVTfmrhVSQiG6tQuPLd76Nu+zT6V82yhGdZPR38Y4Sln/2a9xln01fjN2R2uNknePyIKNmSI5uu2rj/d9/i7vs521b2VBcXO99lAeDfLZubdxls1f9VqszZaZm69VVBmMN9cqFjLpl1Axy6pZRMzRm3aJehTk1reaSN3VBPvdYIjwej5QBfInotjvtDD75kLjLjhw9uFG+ukpGf+c2y6H3ET3jLjty9KEpf3VlnePyIKNmSI5uzdA5sWv3uMt6NW9Bm9zceu/D63ByZIf94i47oWu3Wl9dmRmMbDk6GUxpaWkk2ZRMJKJbC2pc+b+LaNutMKq971EHMvrGUY3y1VUy+lsL6tzw7OU0r5Kl+fDTBnL8JSNS/urKOsflQUbNkBzddtXGCd26c2qP6IeYAq+XB48+rlYnJBE0w+C+4SNol5sX1T6s435c0Ltvra+uzEwYqIj6jC01IoqLi8nLy6OoqIhcE7zVxkA4D4FseScS1R2eXv7V7O/YuDo0vfzAw/dvtNPLk9Xf4enlX85aEple3q1f57SYXm6d4/LollEzJE93eHr5yu3b+OKv0PTy47qaPb3cQAE+WbOa9cXF9C9sQ99WrdENo9Z8Ops3b6Z169am/GZbMToZjKypwxPVbXeETv+Bxx+MMEQkCV5jdHIgef0dHrU57NSBiD0JA8HcYMF9xTrH5dEto2ZInu7wrKZuzQro1KSpqQ5OmPD2RnTqEkkYCCSUNNAqAWGRELKmDq+r7rDD09hJdn+n+jVVPKxzXB5k1AzJ160qCs4kZUQOsy8OlFUCwiIhrCcgS3emI6NmkFO3jJpBXt3WiI5FQpjpETcmLN3yIKNmkFO3jJpBXt1mOnapf8lukTQCgQCBQCDVZjQ4ieoWQiAMQYU/yLa/d6BrOrpe/9kGlQlPvy7eUcLubUVRbdXaJAQBXwXbN+zA0A10PbEp3DL2t4yaQU7dMmoGuXWbhTWik8HYkvzeNV1JRHfYoXj2lleZPfVjfKV+mrTM57w7z2DU5ceYYocW1Nm5aRf/vfgJls3/CYD9B3VjwrOX0bZbYUzQsxACQzd46saX+eDZ+fjLAzQrbMqF95zFsRcNr3V/Mva3jJpBTt0yagZLtxlYIzoWUiIMwbS73+TN/76Hr9QPwK4tu3n0ymf5YtYStGD9s3KqNoWbR94TcXIAVnz9OzcOvzv+qI6AZ299lVn/m4u/PPQ0s2PjTh685Em++/jHlCfns7CwsGiMWI5OBqPresKvPTKJRHQrisJ7T3wUd9m7j31Q75lYuqbz3Uc/smHVpphlu7cWsfCNL2KcKV3Xmfv0vLjbe+fRubXOepKxv2XUDHLqllEzyK3bLKxXVxmMy+VKtQkpIRHdwUCQ4h0lcZdVrdS9LwhDsLWG7WxbvwOqpOr0lfgpL/FVv34tyNjfMmoGOXXLqBks3WZgjehkMGVlZaZO0WssJKLb6XHSpW/8OiwHDNm/XsXoAFS7ykFH9qp2+UFH9kJRlai2nKbZtO/RJu76Bw7ZH2HUbJOM/S2jZpBTt4yaQV7d4YzQZmA5OhlMdna2lEm2EtGtBXUunjQmJiA4p2k2Y24/vVanojZUVaVd90KOuXBozLIBx/Wl95E9Y/atazoXTzo3kqE5TH6LPM6+5dRa9yljf8uoGeTULaNmkFe3mdPqrVpXGczWrVsBaNGiRYotaVgS1W0YBmt+XMfbU2azcfVmuvXvzJk3jqJZ6yamlIEQQoCAj1/+lAWvfYGu6Qw5fRAnXjoSRVFiHBoIvfL67bs/mPnIHLas3cr+g7px5o2jyG+eW6tNMva3jJpBTt0yagZ5df/xxx906dLFlN9sy9HJYKwieLXr1nU9Mo3R2FOx1+waTlpQiwQ3a0G99qDiSkVFDcNAUZRIXZqakLG/ZdQMcuqWUTPIq9sq6mmRELKmDq+L7sq5GpJVpLLyDK5E6kVVHrmpi00y9reMmkFO3TJqBnl1WyUgLBJCxve6YOmWCRk1g5y6ZdQM8uo2M0bHCkbOYHw+Hz5f/OnKmYylWx5k1Axy6pZRM8ir2+/3m7Yta0Qng3E4HAmvGwrVMlAU257PGoqS2tMjXIsqHLRbOdalOrSgHtFdOdZFBurS35mCjJpBTt3J1qwZOnY1dL/QDQNbkl5l1xUZ+xrAbjfv98dydDKYROPMhdBA+BBlzyACi0DNQ/GcCZ4Tkmxh9WhBnfLicmY88C7ff7Kc/Oa5nHDpSA4/dWDc9SMznF5ayPwZnxMMBDn02EM4/foTsdltUjg8kswriEJGzSCn7mRpFkKgKArvrFzB2yt+wRcMMny/zlxycH+cNhv2FDs8MvY1mKvbcnQymPAsotoJInacCfqaSIuoWIzQVqNkX5PQjB+zqfBVcNXAW9m0Zkuk7buPf+TiSWM466aTY5LtKYrCg+Of5MPnF+DKDz0BrVi0mq9nf8/Di+5tUNtTReL9nTnIqBnk1J0szYqicNenC3h5+bJI2/KtW5i3ZjUzzxqTlH3WBRn7GszVnR5jcxZJweFw1DrsKYQG5W9HOTkRyp4D0fAZOXVN5/2nPo5ycsK8/p+ZVASCUW1CCDb/uZWPXlgIgBE0MIKhi+TXr37nm9nfm1KkM91JpL8zDRk1g5y6k6V5a1kpr/70Q0z7z9u2MnfVbwRTXGdKxr4Gc1/ZWY5OBpNIEJui2BHBZdUs9YP2q/mG1YLNbmPFV7/HXVZe4mPdr+uj2gzd4OcvVkaGOu0eO3bP3sHKXxb/BjT8qFRDI2PQooyaQU7dydBsCMHSTRvRq3lN8v2mjSmP1ZGxr8EKRrZIkESm5wlhgC1+fSUAbG1NtCgxhCFo0aEg7jJVVWnetiCmrXWnvVlDg2XRozctOjQnpoJmBmLmdMzGgoyaQU7dydCsKgrt8/KrXd4mJxdDGKhK6mL8ZOxrMDdvkDWik8GUlpZGkk1Vj4LiPQcUT+wi1zAUW2FSbKuNk688DocrduhyyBmDaNIyL6pNURV6HdYjUqTTmW3HmR3y4fMKchl5/pG1ztbKBBLr78xCRs0gp+5kae7ZvAX9W8c+7OW6XJzV68DITKxUIWNfg7kJAy1HJ4NJpBicoiigtkBp8jzYw9W2neA+FSXvYYRo+PfTiqrQer8W/HvOrXTq3SFkkdvJcZccxU0vXImhxwap6ZrOpA9v5/BTB6D5DCpKNQ4csj//XXhXXIcpE5Gx+J+MmkFO3cnSrBkGz5x0Cid07R6ZYXVwq0JePfVMspxO0/dXV2Tsa7CKeu4TMta6qksxuHDeHGEUgeJGUVwIYaAoqfOFw3WhineW4Pa6cbjsUXl1qhLOm7N+7Xp03aBj5w4J1ZbKFGQs/iejZpBTdzI1h/Pm+IJBgoZOrsuNZhgpn1oOcvY1mFvUM/PH8yWmLk8B4eSAippXqS21F3nYQcltmhNpU2zVBxWHc+U0a9EsZhsyIONTn4yaQU7dydQcDjj2OBx4CI0Ap4OTA3L2NVglICwSpLy8PFL5ViYs3fIgo2aQU7eMmkFe3WbONLNGdDIYl8uVahNSgqVbHmTUDHLqllEzyKvbaWJ8VFo4OqWlpbz44ovYbDYcDgcul4vzzz8/Zr0ZM2ZQVFQUlam3b9++9OvXryHNbTToKU50lSr85aH8C1lZWagJDD8HK0LT0RWFhGZn6bqBoRsJr98Q6JpOwBcABXJycmr/QoYg6zkuo24ZNYOl2wzS4i49bdo0LrvsskgRr99//52FCxcybNiwqPUqKioYP358Kky0aAQYhkHxjhLmv7qIYEBj+JlDaNOldbXrh7MlL3r7azau3kz3AV045Jg+1RYDNQwDVVX57dvVLJv/E01b5TPsnMNxOO0pq6UVtunXr37nu0+X0bRVE4477yhUu02q+CQLCwuL6kgLR8ftdkdVKu3WrRvffvttCi3KDGw2eX7oDN3g87e+4v4LHkPZM9L78m1vcv7EM7lg4uiY9bWgxs5Nu5kwdCKb126NtPc6rAf3f3x7tY7LvaMf5PO3vo58fuafrzD5kzvoeGAH7ClwdoQhuOOU/+Pr2d/j2JM76JU73uaB+RNp260w450dmc7xysioW0bNYOk2g7QIRr7wwgtj2oLBYExbKopLNmYCgQCBQCDVZjQIFf4KHho/FS2oYXep2F2hU3va3W+y7pfQdPPK2B12Hr/2+SgnB+CXL1cyffK76Fr0sKkW1Fjw6qIoJwegZGcpD4x7IiVOjhbU+eC5+Xw9+3uAiO7dW4t46JInM97JAbnO8crIqFtGzSCv7oqKCtO2lRYjOlUdmBkzZjBkyJCY9fx+PzNmzMDn82EYBscccwyFhfEz91Y9OYqLi4FQBLvf7yc7O5vS0lKysrIIBAIR71HXdVwuF2VlZZF1Kv/v8/lwOBwYhoEQAofDgc/nIysrK2bd8vJyXC4XmqahKAo2m41AIIDX641Zt6ysDI/HQzAYRFVVFEUhGAzi8Xhi1q1st91uRwgRsbu8vDxii6qqlJWV4fV68fl8OJ1OdF1Pit0VFRXYbLaI3W63O+4xzMrKwu/343A4qrW76vGuarff74+ypWh3ET9/+hu4DBzCjupQEULgzLajOlXmz/icY/8xjPwm+VHf+X7BD7ibOBG6QAiB6lDR/DpffbyEM246kdKd0XZ//v5inDl2FEVBsSnoFTp2j52/Vv3Nr0tX0LFHh5hjGLbbbrcn1Pfh411RURG378P9GT5nF733Fe4mTrSAjt1jI1iu423uYtXyNaxesZrCDoWRc1YIgWEYCfX9vtitqmpC52xdr7Wa7C4rKyMrK4vt27dH7AaScq2l0z0ivP6OHTvqdY+o7VpLt3uE1+tl69atdb5HVLbb7Xbv07W2L3Y7nc56X2uqquLz+SgtLd1nuzVNq/e11tD3CE0zrxBzWozoQCjd8+OPP875559PMBikc+fOMeu0bNmSUaNGMXbsWMaNG8d7773H7t27425v0qRJ5OXlRf61a9cuyQrSj7KyMmmmJar2vaeyw2vD6d3rw8cfAlVQqglUrm7ItKbAZsWemkupcvJEh9eOI2uv7anOg9QQlJeXm5oqvrFQVlYmnW6Z+1qW+3hlzNSclpmRv//+ezZs2MCoUaNqXE/TNKZPn86YMWNilsUb0WnXrp1UmZHDJ4qZxdHSlQp/kLMKx1O6uwy7J/Rjr/l0FEXhxd//R6v9WsQ4Kv8+52E+nb44ZluX/N8YzrjhpKg4HS2osfjdb7l39EMx6/cY0IVHv55ksqLa0YI6C15bxAPjHgeI0n3Q0F78d8FdDW5TQyPTOV4ZGXXLqBnk1b1582Zat25tym92yh/5wsNflenXrx87duyo9buVA5ir4nK5yM3NjfonGzIVg7PZVf71+nV4czyRop52h53Lp1xI604tY5wcLahx1f8ujtTSCjPoxH6cfv2JMcHIdoedI844lBMvHRnV3rxdAf98+Wq0YMNPAbU7bIw8/0iOHjsU2FvMtHWnltz4/BUpsamhkekcr4yMumXUDPLqNnP0LuUjOsuXL8fn8zFw4MCo9tdee41zzz038lnTNObMmcPJJ58ctd7rr7/OOeecU+t+ZKx1JduTgK4bBP0VLHzrCyr8QY48bTB5BbnVBrFrQQ2bzcbS+cvZsHoz+w/sSteDO6HrBrY49bSEECiKwobVm1k6bzlNW+Uz6MRQDqdUTS8P27R+5Qa+nb+MgjZNOfykQRiGkCIYWbZzPIyMumXUDPLqNnNEJ+XByAceeCCTJk1iwIABkR8kv98fkyzIbrezcePGqLZly5bRrVu3BrO1sRH2iGW5QGw2FVuWmz4jDwAE+c3zalw/nOyvz7AD6H1ET9Q9zko8Jwf2Bs237tSC4y4ajqIqKXNwqtrUpltrHLk2FFVBtamome/jAPKd42Fk1C2jZpBXt5kxOil3dBRF4cILL2TKlCm43e5IJP/YsWP55ptvACKjPWeccQZPPPFEJCV2bm4uZ555ZspsT3c8Hk+qTUgJObl1K4Jns9vq5LCoqorqTPlb3yhUVSW7jrozAVnPcRl1y6gZ5NXtdrtN21bKHR2AwsJCrr/++pj2qq+zmjdvzhVXXNFQZjV64uUikgFLtzzIqBnk1C2jZrB0m0FaODoWySGROk+ZiKVbHmTUDHLqllEzWLpN2ZZpW7JIOxRFSTibtBAaQhgIbR3C2LmnzbxZO0KEkvIJoxyh/YkQAYQwav9iHdD2FOfcvbWIbX9vD7UFq086FY7D95X4+Pv3jQQDQQyjZpvCBT03rN5Eyc7SPW3mHSdjTwbnsqJy/v59I1pQi7TVRl36u7ETOU7F5Wxeuw1DN2KyX9eXcHbszWu3smNj6JqoaSZbeP/FO0rYsHoThmHEZNg2C5n6OoyMmkFu3WZhjehkMIkO/QlhQOALRMm9oK8HFITrSJS8yQiyURQzThOBKLkfyl8H/KDkoGRdDNnmvIrUgho7Nu3i/gseZdUvfwDQslULrn/6MnoM6BITgyOEwNANnrjuBT58fiEV/gpymmRzzr9O5cwJ8fM3CUPw2fQvefrmV9ixcSeqTWXI6YO48bnLwV3/2iyGYWAYBlMuf5p5L39GsEIjryCX8yeeyclXHlvr92UZ4jZ0g4pAkIcueZJv5n2PYRhkubO5ZNK5HHXeEabcIHVNZ9XSP3nwkidZ+/NfABxweA/++fLVFLRpFjOjTdd1AmUVPHDR4yx+51sMw6B522Zc+uBYjjh9EIpq7g+VLH1dGRk1g7y6zcyMnPLp5Q2FNb08PkIYoK9HbD8eqHJBOQehNn253nYIoUPZk4jS/8UsU3L/A56TURRH/fZhCC454Hr+WrkhKnGeN8fDq2ufJLtJVtT6hmHw/G2vM/3+d2K2dfsb13PYqQMis7Ig9EO2eumfXHPobTGjPkeOHsztb8TGmO2Lhieuf4F3Hv0gZtm9799C/5EHYXdW73TKNA31P+dOYeEbX8Ykh3zky/vo1r9zvWfDlRWVM6bj5ZQVRc/8aNO1NS+seCSu43LnKffz1XvfRbWpNpUnv59Mx17torJY1xeZ+jqMjJpBXt0ZlTDQInkkmmhKlL9OjJMDUPE1QltXbzsUxYYof62afb9WbydH1w1++PRn/lq5AdibOA+gvMTHJ9NCoyNVmfv0vLjbe++Jj6KcHAiN1rz3xEdxX20tevtrineU1EsDgKbpfPj8wvg2Pf5hjU4OyJNYrGRXKZ+9+RUQ3ddCCN574qN6OzlaUOOTaZ/FODkAG1ZtYun8n2JeJ+7aspuv3/8+Zn1DN3j/yY9MH9GRpa8rI6NmkFe3mQkD9+mdxOrVq1m1ahVFRUU4nU5atmxJ7969ycnJMc0wi/qTnV37dGNFURHGtupXMLYCHapfngBCGGBUk+m6pn0nun3DYMeGXZHPFaXRTs2OjTtjXmdoAY2SXfFvHuF4jKrs3LQrbruhGxRtLya3Wf3Of3+ZH3+Zv5p97671+4n0dyZQvKMk4mjE9HU1fVRXqutrgB0bdmIYIipX0c7Nu2MyvEfW37jL9BgLWfq6MjJqBnl1Z2Vl1b5SgiQ8orNmzRquuOIKWrZsSbdu3Tj33HO5+eabueyyyxg6dChNmjRhyJAhvPzyy9Ve8BYNSyJPAkJoKM6B8RcqWeA4oN52KIoKjv7xFzoH1Hv7doedPsMPiETpV37KB+gz/EAg+px0epx06x9bOBbgoGEHIIzo9XVNp/fQXnHXb9a6CYWdW9VDQYicJtl07BW/+GzvoT1rDZSW5cmv9X4taVbYFIjt64OG9qp3ALCiKPQdfmDcZaqq0mf4AdiqFHHt0LNttY7uQcN6oZtcjkOWvq6MjJpBXt1mjugk5Ojcc889kczFr7zyCjt37mTXrl389ddfbN26lWAwyK+//sp5553H1KlT6dOnD7///rtpRlrsG9nZ2bU+DSiKHTyngD3WoVGyrwFc9bZDiCBKzo1AlQRQSj5K9tUIUf+gs4I2TTntuuOB0FN++Em//zF96H/0QTGvorSgzj8eOB+HK/q1WX6LPMbcfjqiimNks9s4+cpjade9MFqConDxpDFgwhN72KaqtjYrbMrZ/zyl1u8n0t+ZgADG338eiqJE9XWbrq055arj6v3qyma30feoAxlw/MExy06+6lhatC+IGaFRVTV0HlShQ8+2nDB+JDaTy3HI0teVkVEzyKvbzBGdWoORr776arZv385jjz1Gs2bNEtro7Nmzufbaa1mwYAEdOtTvtYdZyBiMvHXrVgBatGhR43ohR0OD8tcRgc9BzUfxjEZxHWqaLULooaDn8pdA+xPs+6NkjQW1wKRZXSG+eGcJ82cspCIQZPCxgzh23DAgfi0qQzf4e9UmZj0yhw2rN9Otf2dOv+4EcpvlxF1fC+pU+Cp49/EP+GHhLzRtlc+oK46hx8Cupr2aMAyDtT+v551H57J57Tb2H9SV0649gaw8b4wDVJVE+zsTEIbgt29XM+uZ2RRtK6H3wAM4+apjcXld2E0oy2HoBkIIPn7pU76Y+Q0Ol4OjzjuCIadVM/q5h5+/XMnsqR+za0sRB484kFFXHIvT7TC9VIhMfR1GRs0gr+4//viDLl26mPKbXaujs3v3bvLz8+u84X39XrKQ0dEJD/0l6hkLoUWcjsp/m0UoL4+KoiiRHDqKYm48vBbUCFQEAHA5XbU6B4ZuoKihPBWV/64JXdMjP1yV/zYLXdNRbaHjVF2B0XjUtb8bO7qm4w+EYprcLndS6o5pQT0ylVwLarWeT8k+N8LI1tcgp2aQV/emTZsoLCxsmKKe8ZyVjz/+mB9//BGfzxez7M4776z2exYNSyAQ+sFP9AKp7NiY7eSEtmmr9HdyJvzZHXaKS4qBxHRXnvKb6PTfyj9eyfghi9p+HaYk17W/Gzs2u41AcXI1V86XU5uTE7Yp3t9mI1tfg5yawdJtBnX+Nbv22mt58sknOfjgg2OKjSmKEnF0LFJPfRPYNVYs3fIgo2aQU7eMmsHSbQZ1dnReffVV3nrrLUaNip891sLCwsLCwsIiXajz+wNVVTnggPpPObZIPrqum1qHqTGgB/WIbn1PQGlNVK1d1JiPl5T9nWaatUqJKYUhak0JsK8kU3fV+nA11YtrSNKtrxsKmXWbRZ1HdCZMmMDEiRN57LHHyMvLM80QC/Nxueo/NbyxYBgGCHjvyY+YP/0zggGNQcf15+x/nlrtrBchBD8tWsFbD77HhtWb6X5IZ8791+m07V5Yp9iYdEGm/g6Tbpo/f/trZk/9mN1bi+h71IGc+6/TyWuek1B8T11Ilm5DN/hz+V+8cf8s/vhxHe33b8NZN5/C/oO6pryKdrr1dUNh6a4/da51tWTJEoYPHx43EBnS94lYxllXsk1L/L/z/8f8VxfhbR66QMq3BejWrxOPfj0pJtBYC+p89d633Dv6oahRH3eWm8e+/g9texQ2unfjsvU3pI9mYQhe/79ZvHD761HtBW2a8vSPD5LT1Nw8KMnQrQU1Vn2/hglDJ0aVTLHZbfzng3/R+4iepjtsdSFd+rqhkVW3mdPL63zWjhs3jsMPP5xrrrlGuijwxoYsSaaEEGxcvZn5ry4CossC/P79Gha/9y2DTuwXdZO2O2y8eOf0mFdb/jI/r02aya2vXNswxpuILP1dmXTRXBEIxi0Qu33DTt578iPO/ucpps7CSoZuu8POtHvejKkLp2s6L9/1JlMW3Wv6PutCuvR1QyOrbjP9izo7OuvXr+edd96ha9euphlhkRzCacMzveqtoRus+HpV5HO4JIDmC40urvj6dw49KboERYWvgr9W/B13eyu/WZ0kS5OLLP1dmXTR/PdvGykviT/KvfKbVaZPNU+W7pVL4p/7v1XT3pCkS183NLLqbvASEJUZPHgwW7ZsMc0Ai+QhS+pwVVVp03VvranKZQEACru0jhm5cbgcNG2VH3d7hV3qX7cqFcjS35VJF83N2xdU68wUdmmFYZhb/y9Zuqur2VbYuaXp+6or6dLXDY2sulM6ohMu6Dlu3Li4MQxWHp30QZYnAUVV2H9QN/Yf2JUV36yKGtFp2iqfo8YMiYktMITgtOtO4NlbXo3elqJwxg0nRmXEbSzI0t+VSRfNuU2zOWrMED5+6dOodqfbyclXHAtCAOZVME+Gbi2ocfoNJ/Kfc6bELDs9Da6JdOnrhkZW3WaO6NQ5GHnYsGHVb0xRWLBgQb2NSgYyBiOXl5cDclwguqbjK/Hz2DXPsXj2ErSgzkFDDuCq/11Ey44tqr1BT5/8Dm8/PIddW3bTtlshY+8ezZGjB5tWu6ohkam/w6SLZkM30HWDZ295hQ+fW0B5iY8eA7rwjwcuoOfg7qbP4kum7g+eX8Br973N5rVbad62GaNvPplTrjrO9P3UlXTp64ZGVt2bN2+mdevWDVPrKlOQ0dHZsWMHQMLFWBs7uq5js9nYsnkLhiFoXdiq1qdQXTdQFYWAL4A7y53U+kTJRrb+hvTSHD6XDCEIBoK4va6E6mPtC8nUHb4G/GV+XB4XhmGkxTWRTn3dkMiqe+3atey3336pmXUlhOChhx7izz//5LHHHgNg8uTJGIbBLbfcUi9jLMzF4XCk2oQGJfwq1ePdW5qktqH28JO2O8sd+pwGN/R9Rbb+hvTSHD6XbCjYvKEUB8majp1M3eFrIHJNqOlxTaRTXzcksuq22827duo8nnrHHXcwZcoUDj300Ehb//79efbZZ5k4caJphlnUH8MwkpaZNZ2xdMuDjJpBTt0yaga5dZtFnR2dF198kVdffZUxY8ZE2oYPH86LL77IU089ZZphFvVHCFFrCYRMxNItDzJqBjl1y6gZ5NZtFnUeGyotLY37rjAvL8/UKGmLWIQIEpq5oaAotQ8n13XIUwgdEIBAUWr/buhEDE/jVhOyKdkIIVD2zG4xdCMmI3Im09iHuA3DwNBDT3GqTU2o5EBj1wx76mMpoYlZDmftt2RDNyLnuBAiLQLnDX3vqEOir+vCNbQUVU0oWFvZc+9LVtyTEALNMFCU0L5sKS55ESYTzvF9wUzddT5bjjnmGK677jpefPFF2rRpA8DGjRuZMGECxxxzjGmGWexFCAOMneB/B2GUoLiGg/OgWm9y4TIdteVgEMJAUVQILkcEFqKoeQjPaaDkVuu8hGzaBr53EaIcxT0CHAek9MYrDMH2DTuYM+1jggGNEWcMZb8D26fEllSQaH+nKxt+38TC6V+i2lRGjDmClh2b13ouNWbNWlBDURQWv/stq5atoU3X1gw/ZwiqTanxh3zNT3+xcOZnONxOThx7DE1b56esDlX4el+1NJSB3Jvr5egLjiSvILfahwxDNyjaXswn0z6nrKiMQ0/qT48BXau9d2hBHSEEn8/6ig2rN9PjwK4MOWMQiqKYFlNnCMG28jJmrfiV8mCQozt34YAWLdPCkWzM53h98Pv9pm2rzrOuduzYwSmnnMLixYspKChAURS2b9/OyJEjefnll2nevLlpxplJY511JYQOgc8Qu68BKvYu8JyBmvefGr9bl2mJxu6bwP9upRYXSpPHwXlYjLMjhAH+DxBFN7F3RAfwnoeam5o8SoZhMG/a5zx4yZOoztCNSfPpjL5pFOPvPz8lNjU0jXka6qv/fpsX73gj8llRFK7830WMuvwYFLX6H5rGqtkwDHwlfiYMncgfP66NtDdvV8DDn99Ds8ImcZ2dJ65/gVmPzMXuCV2TIgj/fOkqjjxrcMqcnSmXPcWcp+dFPjucdm5743oOPal/jLNj6AbfzF3KvaMfIhgIRtqPvWg4E569PGbbuq5TvL2E64fcwZYN24DQdd2ueyEPL7qXnKbZ9dZtCMHcVb9xw8cfoFWKCzm/dx/uHnpUvbZtBo31HK8vZk4vr/MZ0qxZMxYtWsSyZct49NFHmTp1Kj///DMffPBB2jo5jRsDUfwvopwcAN9biMCXCKHF/RaEXjOGk01VhxAawr+gipMDEEAU/auabwURxXcQ5eQAlL+CqFhao03Jwl8W4H9XPIOhGziz7ZGkgTMeeI81y9dFXolkMon0d7phGAYb/9jMS3dOj2oXQjD1hpco2lFS4/cbo2YABLxy31tRTg7AtvXbmTrhpRgnR9cNVi5ZxaxH5gJEznFd05ly2dMEAw1/zemazg8Lf45ycgCCFRoPjZ+KHueaMwyDhy55MsrJAfjw+QUsnbccXYsuCm2z2Xj2llfZsHpz1HW9/reNvHD765FXePWhQte5bcEnUU4OwLTlP7B000b0FAcCN9pzvJ40aAmIiRMn8s4778S09+7dm9GjR3PKKafQo0ePqGU+n4/x48ezdu1as+yUl4rvQ6+t4iD8H6Eo1Q9xJ5I6XFHsiMDH8RcaWyG4PHqfwoDAlyDiX3jC/xFmZoBNBF3XWTJ3GQFfyBmsWgLiszcXSzFroTGmitc1g0Uzv4kbeKgFNRa/uyQUw1INjVEzhGKQFr/zbdxlX733XaxjLgSL3v468rHyOV5e4uPbD39o8HNcVdUomypTvKOE5Z/9GtP+8xcr2b2tOO53Fr39ddxXUV/MWgLEXtdfzlpS42hfIggh+HL9OkoqKuIu/2D17/Xavhk01nO8vphZAqJWR2fs2LHcfvvtXHLJJaxZs6bGdbdt28bUqVPp1asXXbt2pWPHjmbZKS+Kq4Zlzhoj0xN/Eqgh6Ctm/woozhptamgUFByuvQ5f5Sc/CKXhl4HG+uRXUwCuw+mo0W9urJoB7NXodjjtceNbKq9f9Rx3eRymjG7UBYHA4ar+3uF0xy6L1xbG4XIg4tQEc+65tqtqrmnfdcEZp5RRIssaisZ8jteHBh3R6dSpE9988w2FhYX069eP/fffn7Fjx3LTTTdxzz33cMMNNzBmzBgOPfRQCgsLmT59Oq+99ho333yzaUZKjeMgsLWLu0jxnApU/xSXyJOAEPqe7cTB1gnF0TN6n4oCzkNBbRHPIhT3yTXuLxmoNpUBx/Ult1kOEP3kp6oqI8YMadSJABOlMT75OZx2hp9zeNx4FE+2m8NPG1hjYG5j1Ayh1z4jzhsSd9mwcw6LeYBRVZWR5x8ZCYytfI43aZnPwUf1rvfoRp0RMPKCI+MuatmhOb0O6x7Tvv/AbrTaL969I7StqroNw2D4mNBxqjqiM3zMkHq/klYUhcFt29MizuiBApzao2fKg5Eb6zleXxp0RCe8w3vuuYfNmzczefJkCgsLWbt2LV988QWrVq3C7XZz7rnnsmLFChYuXMigQYNMM9DCQMl/tIpj4UDJvgnF0avGKd3l5eWRQLbqUBQbivNglOzriJqEp7ZCyf9fNfE2Yo9NTSu1OVFybgd755RMM1dtKne+NYGcptk4vDYcXhtOt5Nrp/6DFu1rn72TCSTS3+lIbkEON794ZSQTL4A318vtb1yPy1PzaFxj1Wyz2zjzxpM5/NQBUe29DuvBZQ+OjfkBV1SFNl1bc9VjF+NwOSLneF5BLhPfvrGh3xYDoWuu80EdufS/F0SNyjVtlc+db06IOzpjGAYT376RZq2bRNrsDjuX3H8eXQ/uFHcka9x959D3qAMjmgH6H9OHCyaONsW5E8CTx4+imWdvRnWnzcadRw6nc5OmqCm+dzTWc7y+hGebmYFV66oREHI2FAh8DqIYXEeAkl/rj3dJSSiQMycnJ7H9GDshsAiUfHAdTiifTvyn6ZBNAgKfgSgH11BQclLqUOiajqEbfP7uYoJ+jSEnH4o3x9PwT7opoq79nU4YhkGgvIKvZ3+PzaYy6MR+2Jz2WvOrNGrNe/I8rf1lPb9/+wfte7ahx4CuNdZnE0JQVlTOone/wp3l4vBRh6Kq5k2z3heEEJTsKmPJ3KVk5Xk55Ni+KEr15VTCAcfffvgDpbvKGHB8X3KaZld779B1A5tN5aevfmbdLxvoOaAHnXp3MDVPlmYYCCH4dN2flFcEGbbffuQ4XWnxgNSYz/H6sGHDBtq2bWsV9awLjdnRCRNO6FdTAHJldu3aBUCTJk1qWbPyPkJOVaKjMmGHJ5EEgw3F9u3bASgoKEixJQ3LvvR3uqFrOih765bVRiZoNgwDQwv9aCf6w52O53io75SEK7Ubesi5SNRJ27ljJ4Zh0KygWdIcEN0wEIA9TZIFQmac4/vCunXr6NixY2qKelqkjrq+EtqXm0GiTtS+rt8QmFkMrjGRDk+f9aWuIxOZoFlVVVRn3X5Y0/Ecr2vf1XU0JuwIJrPP0yUbcmUy4RzfF8zUnX5Xi4VpJPpUnGlYuuVBRs0gp24ZNYOl2wzSz321MI1AIEAgEEi1GQ2OpVseZNQMcuqWUTPIq7uimtxG+0KdR3T+/PNP7rjjDn788ce489xry7Vj0XDUJWV4KP4H0FaDmotia40QmmmvpsL1tIRRDPoGsHUAxVPj8GSkyKi2CtQmKLZWCBGsNR5ItlTpYWTU3dg1C0PgLw+wcfVmWnQoIKdJNoZh1FrWIJm6hRD4SvxsWL2J1p1akp2fZWrNp3BRzi1rt1JW7KPjAe0QRu2xOo29r/cVWXV7Ks2Cqy91/hU799xzQ3VorrzSVEMszCecZKq2CyWU7XgeovjeUDZkQDgHoeQ9jFDz6u3shOLdBUbRneB7GwiC4gHvWJScG6r/jn82ouR+MLbvselwlPyHEGTV6OwkqjvTkFF3Y9f80l3Tefuh2fjLA9gddo6+cCjXPH4JQqnZsUim7mdveYV3H/uQgK8Ch9PO8eNHcMWUcSi2+js6WlCjaFsJ/zl3Css/D2VObt62GVc9djGDTuhXY9xOY+/rfUVW3WYmDKzzrCuv18sPP/xAt27dTDOiIciEWVd1JZFicEIYoK9DbD8eiK4zg6MfarPX622HEDqi9FEoeyJmmZJ7N3jOjHKmhNBA+x2x4zRiEiI6D0Nt+kKN+5O1CJ6MuhurZi2o88nLn/LQ+Kkxy8659VQuvOfsGn/0k6FbC+q8P/Ujnrg29vq68N6zOfufp5gyjf2qgbfy27ero9rsDjvPr5xCyw7Nqx3Naqx9XV9k1Z3Sop59+/Zl48aN9dqpRcOQaOpwUf4GMU4OQPB7hPZnve1QFBv43oi7TJS/ETNipCj2PTbFyXpa8SVCr/n8kzVluoy6G6tmu8PG7Kc+ibtsztPzap2RlAzddoeN2VOrsempT0xxcv74cW2MkwOhkZ65z8wLZe+rhsba1/VFVt1mjugk9E7i5Zdfjvx9+OGHM3r0aO6+++64KZovuOAC04yzqB+JpA0Pxc3sqH4FYzuwX73sEMIAY1c1249fsLTa9vAyW2G1i2VMlw5y6m7MmndvLYrbXryjJJIkrzqSpbuomoKb1dlaV3ZvqX47u7cW1+jgNea+rg+y6jazBERCjs7EiRNjDJg8eXLMeoqiWI5OGhH2iGt+daWhuAYj/O/FLlRywNG73nYoiopwHgoVi2MXugbHsSmI4jo0flV1tSnYY2voVCYR3ZmIjLobq2YhBAeP6M2Hzy+IWdZn2AG1Jt1Llu6DRxzIwje+jG0fWf/7AEDPwd1xZ7nxl/ljlvUb2RutQqu22Glj7ev6IqtuM8teJOTo/Pln/V9fWDQ8iQSLK4od4R4F5W9C8PvoZTkTqLGyeYIIoaHk3ITYeR6ISsORajOU7GtChUUrJUNUFAfCcwaUzwTtp8oWoeTcDNQ8hC5rkLyMuhurZmEIzp94JkvmLmXn5t2Rdk+2m/H3n1djGQhIjm4tqHPhPWezdN5PFG3fO7KTlefl4v+cG5ktVR/cWS4u+vc5PHFddBzQQUN7MeT0QTW+HmusfV1fZNXtdrtrXylB6hyMfNFFF/HII4/E1N1Yv349kyZN4oknYgNO0wEZg5ETTR0emsZtgG8mIvA5qHkonrNQnAeZZosQOhhbEeXTQPszVBXde96e+lixN89QaQkdfG8hAl+C2hTFezbYe9U6zVXWlOky6m7MmnVNp6yonHcf/5BV36+hbfdCTrnqOJoVNqk1HiZZurWgTsmuUt597APW/LiO9j3bcspVx9KkZb6p9bR++XIlHzw3n9Ld5Qw8sR8jzz8CRam5Zldj7uv6IKtuM0tAJOzofP755wAMGzaMmTNnxhz0uXPn8uSTT1JUZM67XLOR0dEJ90VeXl5C61fOm1N1lMUMwtPMFUVNePvRNiWW16euujMFGXVnguZwPI5hhILva8uhA8nVLYRAGALVpoaqqCuJ2VQXKo9YJTpSlAl9vS/Iqnv9+vW0b9++YWtdDR06FAjF4Zx66qkxy5s2bcpdd91VL2MszKWuCb4qOxFmOzmhbSqAUqftR9uU2Olq1YaRh0zQHI7HqYszkUzdiqJEcuaYVR28KpVfyyX6OiwT+npfsHTXn4QdncpPG5s2baJly5amGWGRHILBYKpNSAmWbnmQUTPIqVtGzSCvbk3TTNtWnSPLXnjhBfLz800zwCJ5yBrEZumWBxk1g5y6ZdQM8uo2Mxg5IUfnnnvuifp8//33V7vunXfeWWcjSktLefHFF7HZbDgcDlwuF+eff37Mer/88gsLFy7E4/FQWlrKGWecQZs2beq8v1QjRGh0TFHUPZ9rjz2JjlWJ/n51pFvq8Kp1qmqrWxXSqUSGMBM9TmHdHo876vuNhao6E41nSrzkhwCMyDZDwehqLXXH9s2mRKkcFwKhQN3agl+1oB6lubbcM1VnMtU0lTldCY+sh3W7nK5aj5Me1LHt0S0MgUDU+JqsasxMbcfJMAwUFBQ1dP4k0nf7Ql3uZ4YQKOx9/aEZBvZaXg1WXsfYE7qqpsG9oy66NUPHrlY6x2vRrRsGtkrLEzlODUWDJwxcuHBh5O/S0lKWLVvG4MGDI2XUNU1j8eLFDBs2bJ+MmDZtGpdddhl2e8ic33//nYULF0ZtTwjB4sWLueqqqyJtTz31FJdeeuk+7TNVCKGBKEaUPooIfApKNornNIR3LPF+lMMBvJS/iuF7G0QJOI9Eyb661jpU6ZRoSggBFV9jlD0H2hpw7I+SdTnC0TuuwyaEBsa2PccpPOvqLPCeXc32DcCAsufw+mcDFYiSoSjZVyHwmFactEEILMAoexH0v8HRJ6TB3rlWxyKR/g7PZhOlTyL8cwEB7uNQsq9ACHv1x8n/IUb5NNA3gbNf6PyzdTDF2dGCGlqFxqv/fpvP3/wa1aYy7JzDOOeWU1FtarU/mgteW8TsZz9i1+bdHHBoT86feCYtOzSPu76uG6z9+S9e/ffb/LZkNa07teSMG07k0FGH1Nv+hkILavhK/Ey7502++eh7XB4nR51zJGdcfyKKolQbTzPn2XnMfWYeJTtL6Xf0QYy9azR5zfPiTl83DIOVS1bz+qRZrPlxLe33b8vZt5xCn6EHRByZaJt0SneXMe3uGXwzZyneXA9HXziM0649PhTrY6KjkOj9TDMMdvrKeeSbr/hs3Z/kudyc1etAzuvdJ8r5CWMIgRCC55d9z8wVv1CuBTlqv85cM+BQclyulP/w1+U+/vm6tTyz9DvWFe2md4tWXD1gED0Kmkc5M2E0w2BTSQlTvlnMN3+vpyAri/MOPIgzeh5gpvn7jJkJA+s8vXzcuHEMHDiQyy67LKr98ccfZ8mSJbz00kt1NuKFF15g3LhxUW2vvvoqY8aMiXz+4osvaN26NZ07d460zZ8/n+7du9O2bdta95Eus66E8CO2nwj6X9ELPKNR8+6L+x2jaCL4qtScsrVDaTYbRa1+WHPr1lCBzhYtWtTL5voiRBACnyJ2X0V0jncHStNXwdErZmRHGLtCx8nYFr2xrEtRsm+IewM1dl0NgY/YujM0O6FF0yKwd0dpNqtRODpC6KEp/sW3RS9QvCjNZkItjkWi/W3sPB8qvoludPRHbfZafJvKX0GU/LuKTdkozd4DW2GtI4u1IQzBtYfdxopvVkW19z/6ICZ9eHus/YbB9Mnv8vy/XsPb3AVA+bYAOU2zeWb5gzRt3STq/NCCOn+t/JtrBv2LgK8ials3v3QVw885PCkjEGYTrNC4rO9N/LXi7yjdw889nFtfuTbud5668SXeemh2VFvzts145qcHycqL/iHRKjRWfLOKm466G13bWxJGVVXufe+fHDyid8zITsBXwT96T2DjH5uj2o+75ChueDr6N6K+JHp+l1ZUcOwrL7KxtCSq/cKD+nLnkcPjfmfCxx8wa+WvUW375Tdh7rkX4LKn9t6RiG7NMJi76neu+2hOVLvLZmfm6HPo1qwgytkRQrC9vJzjXnuJnT5f1HduGHQYVxwyMOWjWX/88QddunRJTa2r999/n2OOOSam/fjjj2f27NlxvlE7F154YUxb1QCsdevWRTk5AL1792blypX7tM9UIIQGvpmxTg6A722EvjX2O/p28M2IXV9fH/qOqD5gKzs7Oy1GdRTFgSh9jNhCNkFE2ROxTo7QofzVWCcHoOwlEOVV1hcIbQ0EPgIg2+Mn27Mn86r2G/g/DjlbaY+CKH08tlmUI8qeTmhEp6b+FkJDVHwb6+QABL9DBL6Oez6JstjCk4hSRPlzNdqTCFpQ49uPlsU4OQDfffwjK5esQtej67DpQZ0Zk98FoKJUo6I0ZHPJzlLenjKHqs9udoeNNybNinFyAF65561G4+QsfOML/lrxNxCte+HrX7JxzZaY75TuLuPdxz+Kad/29w5mPz0vypkBsDvtvHLvWzHthmHwyr1vxTg5WlDj45c+jXFyAD56YSE7NlZT9mUfSeR+phkGr/+8PMbJAXjt5+Xs8vti2v8uLuKdKk4OwJ+7d/HebysJ6nHqADYgiei2qyqPfBObeT6gazzx3ZKYER0BvPDD0hgnB+CZpd+lXDOkoARE1Z2/8847XH/99VHt77777j4bVvXpfMaMGQwZMiSqLd7AU0FBAdu2xfkxBAKBAIFAIPK5uDiU6bO8vBy/3092djalpaVkZWURCAQir+F0XcflclFWVhZZp/L/Pp8Ph8OBYRgIIXA4HPh8PrKysmLWLS8vx+VyoWlaKBmWzYZv+694cVHqc5Pt8Uf+L/O78DqWoakDUNVQvEQwGMSt/kjJzuyodUt9brI8fgKBX3E2KUcIEbG7vLw8YovP56O8vJwOHTrg8/lwOp3our5PdgcCAbxeb8y6ZWVleDweKioqsNlse+12uyPHsKSkmKzyNZT68sjy+PFXOHHYNIRQ0Ev+xOMsi7I7Ozub4s2/k21z4Qs4cTo0dENFCHDYdQJbfiQrr09k3ZKS3WTbl1G2Kxe3q4LNO/JRCI3oVATteNSfKCvuQ05OfpTdXq830vfx7K6sNSsrC7/fj8PhiBxvp9NZ6zEMH2+73V77MQzshKIibKonZLerYm+fF60h11Ee125N03C5XKxfvx6Px4PH46nmnA1glP2APeDGF3CS5Q5EnVM5th8ppwNud3bEbpuyC/+OIF53nHO2ZBVZajnBYDD06kRVCQaDkRi6eMew6rWmovLz9yuwe2w4s+1UlGqR/+0eGz9/s4KCjk2wOWyRc7Z4SymGI7Q8t72XYLmGVq6jBQz++GUNxcXFMefsml/W4m3uoqJUw5FlR/NpqA6VHdt2sHXTNmxOtU52J/MeEe888Xq8rPzxdxxZNlSHiruJE4QgUKyh+XSWffEjOQWH4vP7It/5+9eN2LwKitMOioJqU9ADOnavnd9/WM2OnTti7P7zt3W48hyggBEU2D02gmUaf6/fQHl5eYzdv/24CleeA6ELbC6VYLke6b+li3/gsOMHJnSPqO1aq+38rnxvW7Hhb3J1g4Ci4BEGPkUN/W8Ilv6xmoEd9oucs4qq8u3qVTgNEb2uouIWgp83rGdYq9Y47PaU3SN8Ph9+v582bdpE7LbZbFRUVETOWbvbza4d23HtsTuggEOArsCqjRvYuXNnzDm7YtMG8nUdn6LiFAJdCSX/ED4fqzZvoqXLbdq9bV/uEVu2xDrv+0qdHZ3Jkydz/vnn8/7773PwwQdjs9lYtmwZn332WVTxz7pSVlbGiy++yNdff82xxx4bM3oTD0VRYp72wkyaNIm77757n+1JBkJoKPa2UN0gjG2/2EEPe0fCuWeqoqht9zyBx38i9Xq9cR3EhkZRVLC1BbbHLrTHvnYUwgBbdUHmDrC1qtJm23OcQnhdASr7zoraAfTUH4daUbyg5gFxnoSrPR578Xg8tfS5ArZ21W/A1jF0Z6yMmh+yi0Cc9Wt/ZVwrikKrDtUPyRd2bhUTe9KkZR5Oj5OKUo2gTydYrkeukJb7tYirv7BzK7Ztjj3/8lvk4fI40XTzprImA0M3aNVx73EKlmtUltm6U8uY49SyYwtUm4IRR1qbLq1CyQCrUNi5JauXxZb8admheUybrum07lRD3+1X9TqtH7Wf36Hg2vZ5+XGXqQq0zcmt0qbQoZr1Adrn5UcCwFOF1+utNdbJbbdT4PGy3h9bQyze8TCEoENeE35cH/t2wWW30SIrG0yc3r0vmDnbrM4xOhAKFn7mmWdYtWoViqLQrVs3xo8fT5cuXUwx6vvvv2fDhg2MGjUq0lY1ZgdCozyvv/465557bsw24o3otGvXLvUxOkYxYvvRsdW5XSNQm8Qvn2HsugqqFrhUmqA0/whFza92Xzt3hvbRtGnT+phcb0Kv7N5GFN9RZYmCkv80uAZXmY0lwNiC2H5cdG0sAM+ZqHlV4kX2YOwYA8Fv2VkUGuZtmlcKaiuU5p+gKC4zJSUFIQwoexpR+lCVJXaUpm/siWWq/jVLIv0thIHYMQq036vsokso5qtKvI0QBqJ0CsS8vnKE4obsXeodkKwFdS454Ho2rNoU1d714E488V3sDE8hBFMnvMTMKXNCIxuAf1cFTreTp354gMIuraJmFWlBjRVfr+LGYXfF/Ghd+t8LOPWa4xvF6yt/mZ8Lu13Djk27onT3G9mb//uo6rUV4v4LHmXeK59HtWXleXl+xSM0aZlXJZZJ45s5S7nrtAditnPzS1cx7OzDYwKYS3eXMa77NeyuUvV88MmHcPesm/dJZ3Ukej/bUV7OUdOepzgQ7ZyP6taDKceeEPc7F777Np+vWxvV1tybxYILLiLL6dx3o00gEd26YfDyj8u4d9GnUe2qovDqqWfSr7BNVFC1IQTri4o47rWX8FdxaGqKZWpI1q5dy3777ZeaGB2Abt268cADD/DOO+8wa9Ys7r///n12csLDX5Xp168fO3bsiGqL59Fu27aNgoKCuNt1uVzk5uZG/UsLFC9K09fBNRRQQckG7wUo+Q/vmeYbjRAGSv6D4L0wVE0cFVxDUZq9FvpuDdjt9shMtlSiKHYU71koufeCrX2o0d4dJf8RFPeRMTE6iqKA2hyl6SvgHAwooDSBrMtQcu+OTK+vjBA6SpOnwXMWdrsTu00B19EozV6ntiKg6YKiqCjZl6Hk3Arqnqdh+4EhXY4DanUoEutvHaXpNHCfAjgBB7hHoTSZBsSefyGbrkPJngDqnqd3R1+UJi+AvatJU8wFD312N8POPgyH047T7eTosUO5/+M70ILxR2wv/e8FjL37LHKa5GBoBgcO2Z/J8+4MjQBViUewO+wccFgP7nn3Zroe3AmAFu0LuGLKOM644aRG4eRAKIbm4UX3MvjkQ0CA0+XgpMuP5q6ZN8XE1UAotmbCc5cz+qZR5DTJRlEU+o3szUOf30NeQU7MPdXusHPYKQP412vX0aFnaLSuTdfWTHjuckaef2TcWVqebDcPL7qXgSccjKqqeHO9nHrN8dz2+nVxR4zqpT/B+1me283008/miA4dUYBcl4tL+vbngZHHRqaNV0Y3DJ48fhTn9+5DttOJTVEY0akzM844O+WByJCYbpuqMq5vP+46cjht9/zW9WzegqdPPJkBbdrGzBxTFYW2ubm8euqZDGgT6utmHg/XDjyU24YMTYs3AWb+diU0onPNNdcwZcoUVFXloosuqnHd559/vk4GLF++HJ/Px8CBA6PaX3vttaiRmi+++IKWLVvStWvXSNsnn3xCt27d6NChQ637SZdZV7A3J4kQxp66TzXnxam8fO93as8pk241UvbqDuVgqU1D/ONU/ZTVcD6Y4uJihDDIz2+SlJpdyWbv8UnsOIVJtL+r5mRK5HzaV5sSJZx7xTAEaoL5WAzdoKS0BEM3aNK0Sa0Vv8P5YcL5dpKV7yWZhDXs2rkL1aaSm5OLIYxI/FBVxJ6p06oaqlul2tQEjlNoefg41bZ+pO/2bD+RXD37Ql3uZ+F8MIYQqIpSa14cwzAi0+HD30mXnDL7ojucH6c2DVXX1w0D1eS0APuKmbWu6tyL4Qunun915cADD2T+/PlR3/X7/TGxN4cffjjz58+PaluxYkVCTk66Ef6BCDs2iqLWOEW38vK9/9f+I6PrerUxTKlgr25b1Ofa1698nKq/ABXFFonbMgwRta/GxN7jk9hxCpNof0fXD0vsfNpXmxIl7HColXK11OaEqDY1NCK8J7Ctph/j0PKQzeGkgo3NyYG9GgShYFdFVap1coBIACjsrVtV+3EKLbcluH6k7/asr6iK6U4O1O1+Fv5xDzs2qqLUOF06PAGk8nfSwcmBfdMdnmVVm4aq69vUmu+xDYmZv137FKNjNhs3bmT69Om43e7IDISxY8fyww8/AERGe3755RcWLFiAx+OhqKiIM844I2FHJ51GdBqKcGZJM6fpNQYs3fLollEzyKlbRs0gr+5NmzZRWFjYsNXLwxx33HEcffTRjBgxggMPPLBeOw9TWFgYM10diHmd1atXL3r16mXKPmWgvDyUb0a2C8TSLY9uGTWDnLpl1Azy6vbFyfGzr9TZ0enfvz/vv/8+d9xxB9nZ2Rx11FGMHDmSESNGJJSh2GLfCA286ezJdJDQqwPZLowwlu7aCcU77R3MTeQVXyiVQeLnX0PgcrpQ1drjSMJoQS0Ur2IYUfWcqkPXDcLzuFVVjVsGIXYfOqqqYBgiKTZBXftaYOhGJP7E3ghf2UF6XtdBXY/EADlqeIVYH9JRd0NgZo3GOt+t7r33XiD0/uz777/niy++4OWXX+biiy+mW7durFixwjTjLEIIYYCxOVQewChBcQ0D16BIIGl1pFtRz4bC0p2Abm0Vwv8+IFDcJ4GjR7Wrhuqzle7J3r0JxXkIwjUCSF0MlK7plOwq473n5rB7azH9jzyYQSf1QwjiFvbUtdDszs/f/IqVe2pdHX3hUNzemotirvr+Dz5/62scTjsjzj+Stt1aVxvDoOsGxduL+fD5BezaWkS/EQcx4Li+oWDgODZpmo4wBAtf/4LVy/6kTdfWHD12KA6Xo1YHKdG+NnSDnZt38+ELCyjZWcohx/al/9EHYRhGUuJokkk6XdeaYVCh68xc8Qtrdu2kZ/MWjOq+P6qimB7bk066GxIzi3ruc4zOzz//zNy5c5k9ezbff/89hx56KCeccELcV1DpQGON0RFCD5UwKJpAVKZB94mo+VXzrUQTHvKU7QKxdNdSvbz0SUTpw1FtSvY1KNlXxa4rNAiuQOwaG3J2wjgORmn6UkryE+mazoqvf+fW4/6DZoRKe2g+nT7DDmDSB7fFlCoQQuAr8XP9EXewZvm6SHteQS4PfXY3hV1ax3Usnrj+BWY9MjfyWVEUrvzfRYy64pgYZ0fXdH5Y+At3nnw/Ff69pSYOObYP9753S4wzZRgGZUXlXHf4HZGyDgBNW+Xz8KJ7qy1OGiaRvtZ1nW8/+IF7zvgvwYq9947DTx3AHW9OaHSOTrpc1+FimGe+9TpbK/0Yd2rSlDfPOJs8t9vUOlHporuh2bx5M61bt07NrKvLL7+cjh07cvTRR/Pbb79x3XXXsXnzZubNm5e2Tk7jxkAUTyQmnbJ/NsL/eY21rkpLSyNPAzJh6Y6PEAKhb0KUPhK7rPRRhL4xZuakotgRxXdGOzkAwaWhYp81nH/Jwma38fA/nsJf5seZbceZHXJsflj4M3Ofmx+Te8cwBG/cPyvKyQEo2l7MY9c8H+PkGLrB6h/WRjk5EDp+T934MqW7Y580VVVlyqVPRTk5AN9++AMLXvsibj6gafe8GeXkAOzcvJupE16qdUZYQue4gCmXPhXl5AB8MWsJX85aUm2OonQlXa5ru6ry70WfRjk5AGt27eSRb74yfX/poruhMXNEp86Ozl9//cX27dvp3Lkz3bp1o2vXruTk5JhmkEUVKr4DsTvuIhH4pMZYiXQp6tnQWLqrIwj+eUC8RG4C/B9R1aEW+g7Qfom7NeGfn5JYnc1/buWvlRuA6OKWAF+9+22M42KzqXz13ndxt/XDgp9jin0ahsGXs+IUPgWCgSDfzF4a4ySsW/E3m9fGFuUFWPzukhibVLV6m76Zs7TWZHuJnOOrlq5hx6b4hTW/fCfWpnQnna7rBWvXxG2ft2a16VW/00l3Q2JmbFKdHZ05c+awc+dO7rzzTrZs2cLo0aNp164d//jHP5g1a5ZphlnsQamhsxVP3CzBYXw+n6mR640FS3d1KKDUUD9GiTM0rjip9jZR07aSiMu7NyW/3WPD7tn7g+3Oiv8qrbp2u9OOzR6rr7r1AdzZLqqGxtW4fpa7Tu0ujzNuTE9lEjnHq9t+aFn6l0SpSjpd1+5qsvZ6HI647fUhnXQ3JP44dbv2lX16Set0Ohk5ciTXXHMNt9xyC926dePZZ5+tNWuyRd1RnL1DxT5jl6B4Tq/xu06nE2eK67SkAkt3fBTFAe7j4jvPigfcx8eW41BzwHVk/O15TkvJq6smLfPpO/wAAIwKA6Nir7N/9IXDYkZb9KDOyAviaxh61uCYmU42u40R5x0R9/VRXkEuA0/oF5Okr1XHFuw/qFvcfRx94dCYEg26Vr1NI84/AmHUHDqZyDnesVc7Oh/UMe6yYy4cllbJRBMhXa5rQwhO7dEz7rLT9++FbnIR0HTR3dA4THQa6+zoTJ06lTFjxtCuXTt69OjB888/z5FHHskXX3zB9u1xqlNb1AshNJQmj1epOu1GybkDxdG9xllX6ZYZuaGwdNeA4kbJ/1+odlikLR8l739xR3SE0FHyJoG9cs4sG3jHoXhOSMmrK13T+efLV9P5oI4oNgXFpmB32Dnn1lM59KT+sa+uHDZOuuwYjrvkqKgA3N5H9OTKRy6KeU2kKApNWuXzz5evxpu795g0bZXP3e/cHJW9OWJTUOe21/fWiAJwOO2Mvecs+g4/MMZpstltnHH9iYw474iowOZ+I3vzj8nnR7I9V3sMEuhrLahzx5sTaNO1daTN6XbyjwfOZ/9B3WrMqJyOpNN1fcthR3BEh46RzwqhoqHjD+4fyTJsFumkuyFJaWbk3r17M2LECEaMGMGRRx7ZaOb4N9ZZVxDOX6JCxRIQReA8DJSsWlN179oVej/fpEmTGtfLNCzdNesO1QQzIPBl6H/X4YCt2qnikZpjFT+B8Tc4+qPYmptrfB0J5835dsFSdm7axcCjDyG/efXXtRACRVHYtn47K75eRZuurencp2ON9a4M3SBYofH9xz/idDvoe1TI2atu/bBNvyz+jR0bd9Fn+AHkNq0+tiI8xXvzn1v57dvVdOjVjo692qHreq1OSKJ9rQV1bDaVnxb9yu5tJRw84kCy8rxpk+a/LqTTdR2uDbVqxw5W7dzOAS1a0j4vP1Iny0zSSXdDsm7dOjp27GjKb3ZalIBoCBqzoxMm1FWixlGcyoQj9WULZLN0J6a7tmKysevX7fxrCEpKShBC1OmaNnQDRU28cGHlgo+JULmQZl1sqi0upzJ17+u625RupOt1neycROmqO9ls3LiRNm3apGZ6uUXqCN1sE+8yWYPYLN2JUVsx2dj163b+NQR+v59AIFCn76i2uhUuVOtY6LByIc262FQX6t7XySm02ZCk63Wd7OOarrqTjZnByOmRx90iKTSW14pmY+mWBxk1g5y6ZdQM8upOaQkIi8aDrKnDLd3y6JZRM8ipW0bNIK9uMxMGJuTo/PXXXwlvsH379vtsjIW5yPZON4ylu2Yiwe3aCkCAvSdgVDuDKhKMrG8AfSPYe4HiqfF1jhACRHloH7Y2KLbWoRlcJtfGqmtflxWVs2b5Olp3aklBm6Y1BiPrmo6iKvz+3R84XQ46HdQRTdOrLYoZ3tbG1ZvZuWU33fp1xu601fpqo2RXKWt/Xk+brq1p2iq/xmBkXddBwMbftuDyuGjRokXCBU2ThaEbGIbg9+//ICvXS4eebZNiU2O/rg0h0AyDn7ZsppnXS8f8JmiGUWttrGTqNoSgQtf5eesWWmRl0T4vPyGbGgIzR7IScnQ6duxY6zvq8KwGGafBpSuyPglYuqvXHapd9Sui6HrQ14cabe1Q8v6LcPSOcURCBT39GLtvgMCnoUbFi5J1BWT/o3pjyh5HlD0DwgcoCNdwlLwHEbhNjfOpS18/f9trvP3wHCr8FSiKwpDTB/LPl64GhRjHQtcNflj4C/+96HG2b9gJQPv923LHjBto260w5kc8XGT03jMfZPnnvwKQnZ/FxZPGcOKlI6u16akbX+Ldxz4kWBGqYD7snMOY8NwVgBFTnNTQDb794Ace/sdU/HooZqNlq5ZMfOtGWnZskRJnxzAMvpj1DY9e+Sy7txUD0PXgTtz51gQK2jQz1abGfF0LIXjzl5+Y9OXnFO+JKTuksA1PHD+KPLe7RscimbqnLf+Bh776gpKKUHbwwW3b89jxJ5LtdKXc2Wnwop7r1q2rbZUIHTp0qJdBySITZl3VFVmLwVm6a3J0AoitQ2LLiii5KC0WocTJdmzsvh78c2Lalfyp4BoSlWRQCA38nyCKro3duedU1Lz7ExOTIIlo1oIaC177ggfGPR6z7KTLj+bqRy9BqZIbp3hHCee2vyymPETzts2YtubxuKNAN4+8h2Xzf4pp/9/if9Otf+eo72hBjbnPzufRK5+NWf/MG0dxyf+NiRoJEkKwc9Muzu90JcEKLZINWvPptOnSihdW/i9GQ7IxDIMta7cxrse1MQkROx7QnmeWP2jq/hrrda0bBr9s28qp01+NyY40qG07XjttdI3fT4ZuzTBYumkDZ789I2bZ8I6deHbUqabta19p8KKeHTp0SOhf06ZN62WMhbmUl5dHLhKZsHTHJ+SEfBi/dpooBv8HCBGMbjbK9tTAivMV34zYTMqKHeGLvXkC4JuDEObNpIDE+trusDP32flxl33y8ufoVRIGakGNj1/+LMbJAdj29w6+++jHmCSD2/7eEdfJAZjzzLwYx8jusPNBNTZ98Oz8mNddumbw4QsLIwU6HV4bDm9omxtWb2b557/GFGRNOgI+eG5+jJMDsPbnv/j9uz9M3V1jva5tqsrrPy+PmwLy67/Xs6G4uMbvJ0O3fY9N8Vi4dg070uA4mznTrM7ByFu3bmXChAl8++23VFTsvRH4/X5yc3NZuXKlacZZ1A+Xq/HVszEDS3d1CDDiF3kEwNgdWifqK2VULfQZvX689qJqdlABwg9K9TWY6kqifV2yM371Z3+ZHy2oxbxiKdlZUu22irYXh3KnVHq1VLqr+mH24h3xt1WdTWVF5eh69KsrRVWi1tcC0Y5W0bZihCFQbA03qqOoSrXagMirLLNozNd1UQ1TpXf7fbSpYcQiWbp3V2OTAIoCfpqleOTMzLIXdX4JN378eNauXcuNN97Ipk2buPzyy7n11ltxuVz84x81vLO3aHA0TUPTGr4WUaqxdFeHDVzDql/sGkbVZx/F1gLsXeKurriG7MmyvBch9D2ZluNg74mi5tdgX91JpK8Nw6D/MQfFXdZrcHfc3ugfEkVVGHDcwXHXt9ltHHJsn5j6WB16tqVZ6/iZawcc1zem/pYwRLU2HTziwJj4HIRgwHF9Ix9Vu4JqDzk1TreTg0f2rnMunvqia0aUTZXxZLvpfcT+pu6vsV7XmqFHlYuoTIHXS4+CmrOMJ0O3Zhgc0T6+TW1ycumYn/oszGZqrvOV8emnn/LMM89wySWX4HK5GDVqFOPHj+eZZ55hxoxqhqwtUkJdsrlmEpbu6parKPYO4L0wdqH3fBT7fjGBwkJoKDm3A1WeruxdwTs2ziwqFSXrErB1qtLuRsm93fQioIn29bn/Oo3WnVpGtXmy3Vz20Fi0imibbDYbvQZ356gxQ2K2M+b202nSMj+mXQBXPDIuxtnYf1A3jrlwWMyIkSEE5985mubtCqLas/K8jJ98Plqwik12GweP6M3hpw3cu8M9g28X3nsWWXkN//Rtd9gYdFJ/Bhwf6xRe8n9jcHnMHYlorNe1XbVx+v696N+6TVS7TVG484gaHjz2kAzddlXl3AMPoneL6GvCoapMPHJYw78GjYOZmutcAqJ169a8//779O/fn169ejF58mROOOEEVq1aRb9+/Siu5X1jqpAxGLmkJDSsnJOTk2JLGhZLd+26RWAxwj8bECjuE1Fch1W/rtBB34jwvQ76JhRnf/CcTqg+VmyF4ZAzE4TytxDBpaHp5d5zQW1p+vTyRDVrQY1gQGPus/P4bclqWndqyUmXH02TlvlxA4vDaf2/ev87Fr39NQ6Xg5HnH8kBh/eodh+GYfD375uY8/Qn7NpSxMEjejNizBAUVYm7Dy2oESivYM4z81i9dA1turXmpMuOJq8gt1qbAL5851u+fP9rXF4nx40dQY8BXWvUnkzCsUqfv/U1X8/+Dm+uh+MuPoquB1d1dOtPY76udcPAEIL3flvBor/W0dTj4ZwDDqJz06a11sZKlm5tj02zVvzCV3+vp3lWFuce0JsO+U1Mr9e1L2zYsIG2bdumptbVTTfdxOzZs/n444956qmnePvtt7nqqquYOXMmiqIwb968ehmULGR0dMLV5AsKCmpZM7OwdNeuO5wbp+rf1a+/ty5WIutX3m7ou8l5Gq9rX4fzuyRa76pyPpiacu6EMQwDBQVFVfbE/tR+nMLb1XUDNUGbdhftLfSYDlXIKx+nutbtSpRMuK41Xcdus4Vqj0FCDkWydWuGjl2tm00NwZ9//kmnTp1M+c2uczDypEmT8Hq9+P1+7rjjDsrLy3n66afp2rUrU6ZMqZcxFubS2KZhmoWlu3YqOyqJOC2VX2klsn7l9ZJZH6uufR3+MU70h7jyK6fanByIrnuUiJNTebsxcTk12BTWnQ5ODkQfp2TFCmXCdW3f01+KopCoO5Fs3Xa17jY1BB5PbKqLfaXOjo7dbufuu++OfH7ooYdMM8bCXBpzgq36YOmWR7eMmkFO3TJqBnl1N3gJiKr8/PPPvPDCC6xZswYhBF27duXiiy+mR4/q319bNDyNPWX6vmLplgcZNYOcumXUDPLqNrMERJ3HGJ999ln69OnDd999R5cuXdhvv/34+uuvOeCAA3jxxRdNM8yi/pSWlkaeBmQimbpjp1Onz3TXRHULISIxN6HPRtRnM4hJPFjlsxnomh6lOV7iuoamqg21lcSpOu286ufqkPHallEzyKu7wUtAVKZNmzZcddVV3HrrrVHtkyZN4rHHHmPDhg2mGWcmMgYjN9aU6fUlWbqF0ED/C1HyMFR8A7YCFM8YlKwxpu5nX0msBIQOIoAo/d/esg7u41CyrwXFbcqsKCF00FaG9lGxZ9ZV1lgUj7lp5d+f+jGzn/2YnZt3ccCg/bnwnrNp2611QrE0yWLWo3OZPfUTdm3ZzcEjejPuvrNp1bFFtbOofvliJdPufYvVS/+kbbfWjL7p5L1TyGtAxmtbRs0gr24zS0DU2dEpKCjg22+/Zb/99otqX7NmDQMGDIhEiKcbMjo627ZtA6B585oTUmUaydAthABjK2L7CaFyCZXJugIl+9qU5/hIVLex4ywILotudPRGbfZWvW0QQgNtLWLHaUB05lUl5zbwnldvZ0oYgmn3vsm0u9/EUxDK1eLbHiArz8vTPz5IQdumtVYMNxshBM/e8gozHngvqj2naTbP/vwwTVrmRZ0fuqbz25LV3DB0Yswo0K2vXssRZxxaY0FMGa9tGTWDvLrXrFlD586dG67WVWVOPvlkFi5cGNO+cOFCTjnllHoZY2EuHo/H1Mj1xkJydAtE2QuxTg5A+UtAwOT91Z3adAuhIwJfxzo5AMHliMCXMa/m6oqi2ENVy4lNLy/Knq7XtsMEK4K8/XBoNErzaWi+0OvDsqJy3p4y25R91BV/qZ93H/swpr1kZynvPvYBwoh+nrTZbbz6n5lxX7e9et/btVb9lvHallEzyKvb7TavVEydg5E3btzIZZddxssvvxx5ajIMg8WLF9OnTx+GDx8eWXfBggWmGWpRdyrXIpOJZOhWFBWh/RZ/oSgDfQPYO5u+37pQu24dtBXVL9ZWgHMAUM9XP1o19e6MbSCKQKlf8d+t63dQXhwazrc5Q7YGy0IOw5/L1zX4aA7Axj+2xC0CCrBm+bq4U67/XL4u7vp/rfi71pw9Ml7bMmoGS7cZ1NnRGTRoEIMGDYppHzas9lTWFg1LuuTYaGiSoVsII1TzqeLL2IWKB9RC0/dZV2rXbQuVbqh2cTcwI5OGvUt8h0ptCkpevTdf0KYp7iw3/jI/Qo8eKWnfs22ouKXasK8RW3VqgcPlIBiIDbru0LNtJNNy1fZtf++IWb9N19rjjGS8tmXUDJZuM6izozNx4kTTdm6RXFIdM5IqkqVb8Y5F+N7aU9G7Ep5zTa3Iva/UpltRbAjnYLD3Au2X6IX2/cF1eL2T+wmhoWRdjPB/CET/6Cvei+q17TAut5OTrzqW6fe/E1WTx53l5vTrTjRlH3UlK9fLCf8YwTuPfhDV7s31csrVx8f0jabpnH3LqSyd91OktEOYs285pdYRHRmvbRk1g6XbDOp8VwsGg9x77710794dr9fLmjVrKCsr48wzz0zbGVeyEgwGCQbNn9ab7iRDt6KoYGuN0vQ1cB4BOEOzibJvQsm5KS1uRonpNlCavgyes0HJBSUHPGeF2qj/FHNFsYO9R2h7zoGAA2wdUXImomT/w5RZXYqqcPG/z2X85PNp2bE5ziwn/Y/pw0Of3U2LDs0bfDQHQsHIlz98IRf9+xxatC/A4XIw8ISDmfLFvTGByAB2u43eR/Tkvtm3sP+gbjicdjoe0J6bX7qKY8cNr3VER8ZrW0bNIK9uM6uX13nW1Q033MBnn33GbbfdxnnnncfPP/9Mp06duPLKK/n777959913TTPOTGScdRXOQ2Bm4qXGQDJ1V63zJIRueqHKfSVR3aGAYzXy4xu6BQhTSzUIEYwq+Jlofay6oGs6/kAo6DkrKyuq3lKqqDoSU9vITFWbE9Ug47Uto2aQV/emTZsoLCxMTa2rGTNmMHv2bPr06RP1Du3666+nb9++9TLGwlxkvUCSqbvqj3W6ODmQuO6qNoccHnNHQapWNTfbyYHQzKWynXs1p9rJgdh6WLWNzFS1OVENMl7bMmoGeXWH8weZQZ3vPoFAgHiDQGvXrjV1OphF/ZE1dbilWx5k1Axy6pZRM8irO6UlIC666CIuv/xyfvzxRxRFoaysjA8//JDx48dzzjnnmGaYRf2RNXW4pVseZNQMcuqWUTPIqzulRT3/85//cOONN3LooYfi9/s56KCDsNls/OMf/2Dy5MmmGWZRf2R9EpBRtxBBsrOzQ0kBhTA9ODo0imuEZm4lGG8TXi+ZcUx17WstqGF32GuNnUl3ZDzHZdQMydcd1HUcNhu6YaAqSlpMrABzR3Tq7OjYbDYefvhh7rvvPlauDCUG69atGzk5OaYZZWEO4acA2WqkyKQ7FFhsgH8OxZu+Q7E1w9tuDEJtZppzIYQOxk7wTcfQN6E4D0G4TwCUuA5PqNCpAb73MYJLUWxtEJ6zQM033eFJtK/1oI6uG8x75TNWfrOK1p1bccL4EWTleRulwyPTOR5GRs2QPN36nrQGH65exeK//6K5N4tzDuhNi6wsbClIulmVlBb1BFi2bBkej4cePXqwYcMGpk+fTo8ePTj++ONNM8xsrFlX8iCTbiH8iJ3nQXA5Zb5Q3acsr4rS5Flw9K13ELAQWqg8xK6LQFQKDrQfgNLsVRQlNjW9MMoQO8+JzpCsZKE0eQkcPU0NTE6kr4UQlBWVc+3g2/hr5d4UGNn5Wfx34V106NkuLQKZ64JM53gYGTVD8nRX6Drnz3qTbzfuvSZcNjtPn3gyh7Zrjz3Fzo6Zs67qrOSVV15h4MCBfPfdd/h8PgYPHswzzzzDueeey4MPPlgvYyzMxe/34/fH1hzKdGTRLYQG5a9AcDkA/gon/gonCB+i+G5THApFsSOK74p2cgC0n6FsWkxtLCF0KH8+tgyEKEOU3GP67KtE+loYgtcnzYxycgBKd5fxxHUvNDonB+Q5xysjo2ZIjm7NMJj+y09RTg5AQNe489P5KXdyIDTxySzqrOa+++7jySef5LzzzuPNN9+kZcuW/Prrr7z++us89thjphlmUX8cDgcOh6P2FTMMWXQrih0R+DTy2WHTcNj2JNnSfkfoW+q9D6Fvq7Z2lQgsjDNV3Ybwfxp3fYLLEUZRvW2qTCJ9rdpUvpmzNO6y5Z/9Wm2NqnRGlnO8MjJqhuTotqsqC/9cE3fZuqLdrN29y9T97Qt2u3kPRXXe0t9//82IESMAmDNnDmeffTaKotCzZ082b95smmEW9Wcf3kpmBFLpVvYGKgpROYhQDdXgqvf2PYSKfMapaq5WE5enVhc86QDFWX+bKpFoX3tz48c3uDzORhmjI9U5vgcZNUPydGc7q78WsxzmXqf7gpm66zyic9BBB/HMM8+wePFi5s6dy6hRowB488036d69u2mGWdQfXdfR9Tg/UBmOLLqF0FA8Z0Q+64aKbuy5pF3DUdT6x6Ipaja4joq/zHP6nsDjqjadHn9j7mPixvTUh0T6WgvqHDMuftHh4ecejs2e+mH6uiLLOV4ZGTVDcnRrhsHoXgfGXXZ4+w40T4M4KDM11/kK/9///sdzzz3HkCFDuPTSS+nSpQv33nsvt99+O/fff79phlnUH5fLhcvlSrUZDY4suhXFjuIeAVlXAU5cziAuZxAc/VHy/hPjhOwLQugoef8GxyGVWp2QdTmK+5g4maLtKJ5RkHUJUGm43XkoSu7dMTE99SWRvrY7bJwwfgSnXnN81OjNIcf24Yop4xBG4xspkOUcr4yMmiE5uu2qyuHtO3DT4MNxV3pF1KdVax46+jg0o/517+qLmZr3adaVYRjs3r2bpk2bAvDzzz+Tk5NDhw4dTDPMbGScdbVt2zYAmjdvnmJLGhYZdQujmG0bvwC1BS0K+5taWyqSD0dbDdoGcPZBUfMSsGk3VPwA9vYo9k5JyaeTaF+Hcwvt3lrEb9/9QduurWnTtTW6bmCzNb4RHRnPcRk1Q3J1CyEorajg+00baZWdTY+C5miGkRbByGvWrKFz586m/Gbvk6PTGJHR0QnXCpEt74SlWx7dMmoGOXXLqBnk1b1582Zat26dmqKeFo0HK8GWpTvTkVEzyKlbRs0gr+6UloCwaDxYKdPlQkbdMmoGOXXLqBnk1Z3SEhDJYN26dbz33nt4vV6CwSDdu3dn2LDYWRIzZsygqKgoqhZH37596devX0Oa22iQ9UnA0i2Pbhk1g5y6ZdQM8urOuBGdOXPmcPXVV0c+z5w5k23btsUEX1VUVDB+/PiGNq/R0tifBIQwQPgh+D2oBSiO/RMKsk1Udzg4Vmh/gb4WHAegqE2TUhQz2QijhCzHcrC1BlrUeJxCs7EUCC4FIcAZelCoLlB473H6A/QN4OhjytR1M0inczxcMPSPH9eyc9MuDjh8f9xZrqScS8nSbRgGqqqyY+NO/vhxHR17taNF+4JIeypJp75uSGTVnVEjOitXrmTAgAFRbcOHD+fLL7/khBNOSJFVmYHP5wMa8ZNA+cuI0imR8gPC3gulydQ9BSurP3UT0S2EAVRg7LoOAgv3tNoR3nNQc+8wx/4GQpQ+iih9ivLdoemYnmB3lCZPIMiOOU5C6BBchth9Axh7MierLVDy/otwHhLj7AihgyjF2HUlVCzZ0+pEZF2CmnNdkpXVTrqc41pQY/e2YiaeMpnfv/sDALfXxdh7zuKMG04yfX9J0y3gvxc9zicvf45hGCiKwhFnHso/X74axZHaytbp0tcNjay6zSx7kfI5ZG3btqV3795RbT6fL+4c+sb2lJ1qnE4nzhqyX6YrQuiIiqWIkv9E11jSfkHsvrbWEZ3EdCuI4kmVnBwADcqnIcpfNyUHTbIRQkP45yNKHwUqcDo0nA4Ngt8hiv4V/ziJAGLXZXudHABjK2L35SBia8soig1RdFslJwegAsqeQPg/SvlxSpdz3O6wM+ncRyJODoC/PMBTN77M8s9/RQuae5ySoVvXdKY/8C4fvfgpxp48KkIIPpuxmJfvmp7yfEPp0tcNjay6zSx7kfIRnXjDcvPmzWP06NEx7X6/nxkzZuDz+TAMg2OOOYbCwsK42w0EAlFFwYqLi4HQVD2/3092djalpaVkZWURCASw2UJPsrqu43K5KCsri6xT+X+fz4fD4cAwDIQQOBwOfD4fWVlZMeuWl5fjcrnQNA1FUbDZbAQCAbxeb8y6ZWVleDwegsEgqqqiKArBYBCPxxOzbmW77XY7QoiI3eXl5RFbdF2nrKwMm82Gz+fD6XSi63pS7K6oqMBms0XsdrvdcY9hVlYWfr8fh8NRrd3Z2dkUb3qLbNWFL+DE6dDQDRUhwGH/lUDwJ7JyO8e12+12s3PnzohTXFFRUc0xLMZT/iGBQDY21UBRBEHdjttZQVnxbHLbnkxp6c4a7XY6nbUew/DxttvtCfV9+HhXZ3dZWRlerzdyzoqit9F82bicQbbuzMPrDuALOMn2fEFZYA05ua0qnbMVGL552H1BfIFcstwBSn1usj1+Sn12cmzvUi6G4XZnRey2qQH8m5fgdbsqrRv6v6zsXbJaHhaxW1XVhM7Zul5rQggMw4h7zm7ZsiWy3fDxBpJyrdVkd/kuP6tX/IHdY8PusWEEDRRVAQU+eGkerfdvbuo9oqSkBFVVazi/E7tHVD3e817/FFeeAxQwggK7x0awTOPTd77gnNtPTek9YuvWrXi9Xnw+X4zdVe9tfr8/ri3he8S+XGv7YrcZ9whd1/H5fJH974vdmqbV+1oz495Wl3tEUZF5dfFS7uhU5a+//iI/Pz/uiE7Lli0ZMWIEbrcbgKlTp3L22WeTn58fs+6kSZO4++67k21uWtOoUyRVrZad6DIS1W2A8BGVvTeyqObtpxVib8Ce2PMv8ilmhEaAUZrQtva2+YFqsqQa5gUL1od0OM99JdUPs5cX+5Kyz2Tors5WX2nqq4YLIdKirxsamXWbRVolDAwGgzz99NNceeWVCa2vaRrTp09nzJgxMcvijei0a9dOqoSB4Wj9xhbMJoQGvncRxbfGLlRbojT/tMYMu4nqNnZeABVfxy7wXoSSczOKkvI3uzUihAZlLyBKHwCgtDz0AJDt9YO9K2rBnCrrG6BvRGw/isouURilYB7Y2sboNrafBNpvsetnT4Csi03LwLwvpMs5bhgG53W8gm1/74hZdsMzlzHy/COxO807TsnQLYTgwYuf4KMXP41ZNuT0Qdz55gTT9rUvpEtfNzSy6t64cSNt2rQx5Tc7re7kzz77LGPHjk14/ZrKuLtcLnJzc6P+yYbf7zc1oKuhUBQ7eE4G56FVljhQcu+s9fuJ6BZCQ8m5DZQqpQxs+6FkXwakfzyYotgh63ywh4rz+QNO/AEn4EbJnRgTP6MoKoq9LWRdGruxrEtQ7O1jnBwhNJTcibGV0O09IeuClDo5kD7nuDAEVz9+CXZH9PHofWRPRl5grpMDydEtDMG4+86hebuCqPYmLfMZf/956FpqC2qmS183NLLqrjxQUV/SZkTnvffeo1u3bvTo0SPuck3TmDNnDieffHJU++uvv84555xT6/atEhCNi0jxR/8niIpFoDZF8YwGW5taR1oS1S2EBqIEymcg9HUojgPAcxpgT/kPeKKEjpMB/jmUFS0BtQVZzc4JTcevYdRLVCxD+GcDAsV9Iorz4Jr3YewE3xsIfROK8xBwnwgoKT9O6XSOG7rB1vXb+eDZ+ezaspuDR/RmyOmDAKKKiZpBsnRrQZ1gIMiHzy9gzfJ1tN+/DcdfchQurxu7w1wNdSWd+rohkVV3xpWAWL58OXa7vVonB0KjNxs3boxqW7ZsGd26dUu2eY2WxpxoKvwjLdxHoXqO3TMdnIReJyWqW1HsoDRBZF2MqthNLYTZUISOkw3hPpHyksEIoZOltqh9hqKjN4qjz54PNVcqVhQbQi2ArCtQFVtaHad0OsdVm0qL9gWMvfssVJuKVqGZ7uCESZZuu8OG3WHjpMuPwe6woWt60jTUlXTq64ZEVt1mJgxM+YiOEILTTjstJmdOVlYWnTp1AmDgwIFAqIrrm2++GQlUzs3N5cwzz0xoP9aIjjxYuuXRLaNmkFO3jJpBXt0ZNaKjKAqzZs1KaN3mzZtzxRVXJNmizEHWJwFLtzy6ZdQMcuqWUTPIqzvjSkBYJAfZovTDWLrlQUbNIKduGTWDvLrNLAGRVrOuLMylvLw8MuzZGKk6aygSoFwLjV13XREiCOzVnepsxQ2JbH0dRkbdMmoGeXWHS1+YgTWik8GEEys2RoTQQPsTo/RBCHwZmnXlPQuRdSmg1hhs25h115VQ7aoVGKUP4Sz+CWzNwXM2ZF2YatMaBJn6ujIy6pZRM8irO17S4H3FcnQymGAwmGoT9gkhBBi7EDvPAREq3YGxKVTg09iGmjuxxu83Vt11RQgd9HWInecBfoJaFmhb9tQIK4GsK9M+6WF9kaWvqyKjbhk1g6XbDDL7Lig5ipLaasP7jkCUT9vr5FSmfAbCiNNeicaru66oiLIXgFAyMUUJ/QMQZS8Cmf8KS56+jkZG3TJqBrl1m4Xl6GQwNpstUoiwMaEoKmirq1kaBP2vGr/fWHXXFUVRoo6TTTWwqXty4ogSMLanyLKGQ5a+roqMumXUDHLrNgvL0clgKioqqKioSLUZdUYIHezdq1nqBFuHGr/fWHXXFSFE1HGqCNqpCO55G63kg9o8NYY1ILL0dVVk1C2jZpBXt/XqyiIhPB4PHo+n9hXTDhXFex4oTWIXec9FUXNq/Hbj1V1XDJSscaCEpmF6XBV4XKEbopJ1EZD5T4Hy9HU0MuqWUTPIq9vMIGwrGDmDaayJphRFQah5KM1mhAKQA1/smXV1NnjHIoSo8f1tY9VdVxTFhrC1RWn6OqL0EUp3rQS1gKyWp4eOlQTI0tdVkVG3jJpBXt1WwkCLhGjMiaYUxY6wtUXNfzjSFqqxVPsgZGPWXVcUxYawd0Zt8iS5rj25NjzO1BrVgMjU15WRUbeMmkFe3WYmDLQcnQymsT8JVK2+nWghycauu64oigOorLtFKs1pUGTr6zAy6pZRM8ir2xrRsUgIWZ8ELN3yIKNmkFO3jJpBXt3WiI5FQoQ9YlmfBCzdmY+MmkFO3TJqBnl1m1n2wnJ0MhiPxxWK4RB6zGugTEUIPXJDCMX0yHGKC6Hh9XoRwkAII+MzIodJt5u/YRgoKCiqghbUsDuSc/6lm+6GQEbNIK9uM2eayfErIBlCaCBKCOx+BaGtxVvQDeE9G5SszP/hD/6Ib/ssEEG8rUYgXEcBImN/+EMFPHXwvY1v21JQm5HlPg9hK5TCuQ0EAoC5w9z7imEYbFi1idlPfcLurUX0Pao3I8YMQVEVbHZz+yKddDcUMmoGS7cZZPivnnwIoYH+N2LHWai+0IkiSt+H8pdQms5A2Fpn7A+gKJ2KKH0IW8WeEZ3dM8F9Imr+Qym2LImICsTOs0FbiS24R/f2V1GaTEU4B2W8Y5suGWN1XWfxO99y39kPY+ih7NQLXvuCuc/M48GFd5nu6KSL7oZERs1g6TaDzHzMlRhFsSNK/gtiF4oiUBQRWmBsR5Q+lLlOjrETUfooQLRu/2xExfd7Rj4yCyF0KH8ZtJVAZd0ViOL7Mt7JgfSpA6Sg8Pg1z0ecnDArvv6dj15ciBbUzd1fmuhuSGTUDHLrNgvL0clEKhYBENTtBPVKP3aBRSkyKLkIoYeSChJKGV5Vtwh8mhrDkoyi2BCBzyOfo3TraxD65hRZ1nAEg8G0qO687te/2bFpV9xl3374A3aHuQ8Y6aK7IZFRM8irW9PMezjN/Ec+GVHyQPhwO6vUR1HzUmNP0lFA3VsuoqpuRc0DRAPb1ECo+ZE/o3XbIqUhMhkz08TXh+wm1R/rnKbmTw9OF90NiYyaQV7dLpfLtG1ZIzoZhhA6inc0AGU+N2W+vReJ4hmdka9wFEUF52BQC4Gqup3gPjWSVC+TEEJD8YyOfI7S7RpZa02wTKCsrMzUxGL7SvO2zeg7/IC4y46/ZAS6Zu6rq3TR3ZDIqBnk1W3m9HLL0ck4VMi6HDxnkO2pINvjB+zgOQuyLsnguA2B0vRZsHUm2+MP6VZboOQ/HjXqkUkoih3FPRQl+0ZQvHt1Ow9Hyft36JVehpOdnZ0WCdV0Tedfr1/HgUP2j7Rl5Xm5+vFL6HloN9ODkdNFd0Mio2aQV7eZs8wUIUSGjulHU1xcTF5eHkVFReTm5qbanKQSzqOyZdPvYPxNi9Z9UNSmtRbDbOyE8+Zs2fA1UEGLwsOA2FISmYYQAoSPrZu+BqWAloW9pcmdtHXrVgBatEh92Qtd07HZbfy9ahO7Nu+me//O2F12VNX858l00t1QyKgZ5NX9xx9/0KVLF1N+szP18V5qwjljcvLaAm1RVO+e9sx1cmBvLaycJr33fM78H3rY06+Kl5wmgyq1yaE9nZ50w6M2bbu2pm3X1kndVzrpbihk1Azy6rZKQFgkhKzF4Czd8uiWUTPIqVtGzSCvbquop0VCyJZJM4ylWx5k1Axy6pZRM8ir20zHzgpGzmD8fj9+vz/VZjQ4lm558Pl8ps7OiIcwBOkWyihjX8uoGeTVbZWAsEgIhyPzplQngqU78wkXzFz389/s2LSbgSMPJq/A3EkGhm6gVWh8P285DqedvkcdCGD6DKp9Qaa+DiOjZpBXt91unntiOToZTLo9hTYUlu7MRgtqFG0r4bYT/8PfazYAoPsEo28axbj7zjFlH4Zh8PlbX/PwpU9RXhwaMWraKp8737qRHgO6pNzZkaWvKyOjZrB0m4H16iqD0XUdXc/8XCpVsXRnNnaHnfvHPsofP6xFsSkoNgUtqPHaf2by1fvfoVXULymmEIJdm3fzf+f/L+LkAOzcvJuJp0zGMFL/wyNLX1dGRs0gt26zsBydDMbpdOJ0OlNtRoNj6c5sdm7ezbL5PwGgV+joFXtviB+/9Cl2Z/0GqvWgzrxXPo+bzbhoezFL5i5N+Q+PLH1dGRk1g9y6zcJydDIYn8+Hz+dLtRkNjqU7swn49gYp2j127J69jo2/1ISgTQX8ZdUHQvpK/KT6bYIsfV0ZGTWDvLrNDMC2HJ0MJisrS8qpiZbuzKb1fi1p36MNAMEyjWDZ3ldVh47qjxas36srVVU57JQBcZc5nHYGnngw9hTH6MjS15WRUTPIq9uaXm6REKWlpZFkUzJh6c5stKDOtU/+A3eWG2e2HWd2aESn95E9Oe6SEdgd9Xt1pdpUuvTdj1OuPi6qXVEU/vHfC8jOT/2Pjix9XRkZNYO8us1MGGjVuspgwvlFZMuoaenOfN26plO8s5Q5z33Mri276Tv0IAaf1B8hhKkzolZ8s4rP31yMw+Vg5PlH0rZ7YVqUUpGpr8PIqBnk1b1582Zat25t1bqyqBlZU4dbujNft81uo0mLPIZfcBiqqtKsWQGqzfwB6m79O9Gtf2cQAkVV0sLJAbn6OoyMmkFe3VYJCIuEkLUYnKVbHvKb5AOh2JlkYLOlPjlgPGTsaxk1g7y6zYxLsmJ0Mpjy8vKkp8dPRyzd8iCjZpBTt4yaQV7dZs40s0Z0MhiXy5VqE1KCpVseZNQMcuqWUTPIq9vMPDqWo5PBpDqpWaqwdMuDjJpBTt0yagZLtxlYjk4GI8mEuhgs3fIgo2aQU7eMmsHSbQaWo5PBmFn9tTFh6ZYHGTWDnLpl1AyWbjOwgpEzmEAgQCBQfSr7TMXSLQ8yagY5dcuoGeTVXVFRYdq25HQVJUG2vAthLN3yIKNmkFO3jJpBXt0ej8e0bVmOTgYja6IpS7c8umXUDHLqllEzyKvbShhokRCyJpqydMuDjJpBTt0yagZ5dZuZMNBydDIYWZ8ELN3y6JZRM8ipW0bNIK9ua0THIiFkfRKwdMuDjJpBTt0yagZ5dVsjOhYJEfaIZX0SsHRnPjJqBjl1y6gZ5NVtZtkLy9HJYMyMWm9MWLrlQUbNIKduGTWDvLrdbrdp27IcnQwmGAym2oSUYOmWBxk1g5y6ZdQMlm4zSAtHZ926dbz33nt4vV6CwSDdu3dn2LBhMev98ssvLFy4EI/HQ2lpKWeccQZt2rRJgcWNA0VRUm1CgyOEFtEd+jstTvEGQcb+llEzyKlbRs1g6TaDtPgVmDNnDldffXXk88yZM9m2bRvNmzePtAkhWLx4MVdddVWk7amnnuLSSy9tUFsbEzabLdUmNDwVS1BK3wERANcIhPsEABQl85OAy9jfMmoGOXXLqBks3WaQ8rv/ypUrGTBgQFTb8OHDWbJkSVTbl19+yfDhw6PaunTpwt9//510GxsrFRUVpqbRTneMkimIXRdSUTqfirIvEEUTELuvlsLJAfn6G+TUDHLqllEzyKs7o15dtW3bFqfTGdXm8/lwuVxRbevWrePwww+Pauvduzc//vgjbdu2TbqdjRGZgtiEvh3KngLA46p0Uwh8ggh8A85+Gf8aS6b+DiOjZpBTt4yaQV7dGRWMHC9HwLx58xg9enRUW7yS7QUFBWzbti3udqsWQisuLgZCU9b8fj/Z2dmUlpaSlZVFIBCIDJPpuo7L5aKsrCyyTuX/fT4fDocDwzAQQuBwOPD5fGRlZcWsW15ejsvlQtNCcSM2m41AIIDX641Zt6ysDI/HQzAYRFVVFEUhGAxG4pGq2hK22263I4SI2F1eXh6xxefzUV5eTocOHfD5fDidTnRdT4rdFRUV2Gy2iN1utzvuMczKysLv9+NwOKq1u+rxrmq33++PsqWkpIhs+2LKdmXhdlWweUc+Cv/f3vkHR1GeD/xzyZHcJZAEDKJQCC0QqDDKj5ZfFQoMVjBRZzrBwcIUaaUo0BmZSjtYK2C1dLS2jEWk4ARErENqQQMMRX4kBTEFKQgVQxsUQpQKATQNuR+5y+33D75Zc7lLuIRNjuzzfGYYvXff3Xs+99xtnn139124uVsVtQEn7oR91Bi96dIlIyzulJQUM/etiTspKeman2F93E6nM6bc13/etbW1UXMfLe5gMEhycjIVFRW43W7cbnfU76xhGIRCoZhy35q4ExISYvrOtvS31lzc5eXlpKSkkJqaasYNtMlv7UbaR1y+fBmHw0F6evp17SOu9Vu7kfYRzX2/r7WPaBi3y+Vq9W8tHvsIr9eLz+ejV69e172PuJ7fWnvvI86fP9/CaqJpbrgx/bNnz5KRkRExohMNh8Nh7tgas3z5ctLT081/vXv3tjrUG57U1FQhcy84IKGb+So12U+q66si1+HoCkQWynaj/g++JCQ6w9XftjRvybmWsR8Px0pnhxFtqCROBAIB1qxZw/z58yOWvf7668yYMSOszTAM3njjDX7wgx9E9I82otO7d2+qqqpIS0uzPvgbkAsXLgBw8803xzmStscwQhgX74K6Ci5cTgeujujgcOPoXowjoWucI2x7JOW7HonOINNbojPI9f7444/p37+/JX+z437qqiGvvPIKs2bNiros2q1mlZWVZGZmRu2fnJwc06iQnZE1dXgIR9d8jC8fo7P71NWmxN440p4Fh4zCVla+ryLRGWR6S3QGud62fAREYWEhEydObDKpffr0oaysjAEDBphtx44dY+DAge0VYodD0tThDocTI7EXCZlb8ASOgVFLauYIIITDIeP2TEn5rkeiM8j0lugMcr2tfATEDXGNzvHjx3E6nQwaNKjJPnfeeSd79uwJaystLSUrK6utw+uwpKSkiPpx1N9VlZrWn9T023A4Emx/p1VDpOUbZDqDTG+JziDX28q7zeL+V8AwDJYsWUJOTg6vvPKK2Z6amso3vvENAEaNGgXAuHHj+OMf/4jb7aaqqoq8vLy4xNxRqL9GSdoFfOotx1uiM8j0lugM6m0FcS90HA4HW7Zsianv4MGDGTx4cBtHZB90Rk1ZSPSW6AwyvSU6g3pbQdwLHaXt0GekyEKit0RnkOkt0RnU2wq00LExwWAw3iHEBfWWg0RnkOkt0RnU2wq00LExUm+vV285SHQGmd4SnUG9reCGuOtKaRtqamrMWxMlod5ykOgMMr0lOoNcbytvL9cRHRsjdaIp9ZaDRGeQ6S3RGeR623LCQMV6rly5AsibaEq95XhLdAaZ3hKdQa63laNYWujYGKlHAuotB4nOINNbojPI9dYRHSUmpB4JqLccb4nOINNbojPI9dYRHSUmpB4JqLccJDqDTG+JziDX28oRHb3rysZ4vV68Xm+8w2h31FsOEp1BprdEZ5Dr7fP5LNuWjujYmE6dOsU7hLig3nKQ6AwyvSU6g1xvp9O68kQLHRtjGEa8Q4gL6i0Hic4g01uiM6i3FWihY2NCoVC8Q4gL6i0Hic4g01uiM6i3FWihY2OkDnmqtxwkOoNMb4nOoN5WoBcj2xipF7GptxwkOoNMb4nOINdbL0ZWYsLK2/M6EuotB4nOINNbojPI9bZy3iAtdGyM1Imm1FuOt0RnkOkt0RnkeuuEgUpMSJ1oSr3lINEZZHpLdAa53voICCUmpB4JqLccb4nOINNbojPI9dYRHSUmpB4JqLccJDqDTG+JziDXWx8BocSEx+PB4/HEO4x2R73lINEZZHpLdAa53lbeaaYjOjYmOTk53iHEBfWWg0RnkOkt0RnkeiclJVm2LS10bExdXV28Q4gL6i0Hic4g01uiM6i3FWihY2P0GSmykOgt0Rlkekt0BvW2Ai10bIyVT3/tSKi3HCQ6g0xvic6g3lagFyPbGL/fj9/vj3cY7Y56y0GiM8j0lugMcr1ra2st25bMUlEI0uZdqEe95SDRGWR6S3QGud5ut9uybWmhY2OkTjSl3nK8JTqDTG+JziDXWycMVGJC6kRT6i0Hic4g01uiM8j11kdAKDEh9UhAveV4S3QGmd4SnUGut47oKDEh9UhAveUg0Rlkekt0BrneOqKjxER9RSz1SEC97Y9EZ5DpLdEZ5Hpb+dgLLXRsjJVXrXck1FsOEp1BprdEZ5Dr7XK5LNuWFjo2JhAIxDuEuKDecpDoDDK9JTqDeluBFjo2xuFwxDuEuKDecpDoDDK9JTqDeluBFjo2JiFB5sTX6i0Hic4g01uiM6i3FWihY2N0yFMWEr0lOoNMb4nOINc7GAxati0tdGyM1IvY1FsOEp1BprdEZ5DrrRcjKzEhdaIp9ZbjLdEZZHpLdAa53jphoBITUieaUm85SHQGmd4SnUGut04YqMSE1CMB9ZbjLdEZZHpLdAa53jqio8SE1CMB9ZaDRGeQ6S3RGeR664iOEhNSjwTUW463RGeQ6S3RGeR664iOEhNWVsQdCfWWg0RnkOkt0RnkeltZ2MmciUgIfr8fv98f7zDaHfWWg0RnkOkt0Rlke1uFjujYmMTExHiHEBfUWw4SnUGmt0RnUG8r0BEdRVEURVFsi47o2Ji6urp4hxAX1FsOEp1BprdEZ1BvK9BCx8YkJyfHO4S4oN5ykOgMMr0lOoN6W8ENU+iUlJQQCAQYP3581OUFBQVUVVWFPbp92LBhjBgxor1C7HDU354n7ap99ZbjLdEZZHpLdAa53h6Px7Jtxb3Q2bZtG+Xl5YwfP55jx4412a+2tpY5c+a0Y2QdH6kTTam3HCQ6g0xvic4g19tWEwbm5OSYozTNFTpKy5E60ZR6y/GW6AwyvSU6g1xvW00Y2PBUlBX9lK+QeiSg3nKQ6AwyvSU6g1xvW43oxIrP56OgoACv10soFOLuu++mZ8+eTfZvPMlSVVUVAOfPn6eyspLU1FRqampISUnB7/eb9+zX1dWRnJyMx+Mx+zT8r8/nw+l0EgqFMAyDTp064fP5SElJiejr9XpJSkoiGAzicDhITEyktrYWt9sd0dfj8eByuQgEAiQkJOBwOAgGg7hcroi+DeN2Op0YhmHG7fV6zVi8Xi9er5fevXvj8/no1KkTdXV1bRJ3bW0tiYmJZtxNfYaxxN34824ct9/vjxqL1+slOTmZ8+fP43A46N69O4FAIOpn6PF4cLvdZu5bE3dSUtI1P8P6uJ1OZ0y5r/+8WxP3Z599hsvlwu12R/3OGoZBKBSKKfetiTshISGm72xLf2vNxV1RUWH61scNtMlv7UbaR3zxxRc4HA7S09Ovax9xrd/ajbSPaO773dJ9xPX+1tpzH+H1evH7/dx6661tEveNuo84e/YsAIZhXHf90GEKnR49ejB58mRcLhcAq1evZvr06WRkZETtv3z5cpYtWxbRnp2d3ZZhKoqiKIpiEZcuXSI9Pf26tuEwrCiXLGLjxo3MnDkzpr7BYJBNmzYxY8aMqMsbj+h8+eWXZGVlcfbs2ev+0DoK//vf/+jduzcVFRWkpaXFO5x2Q73leEt0BpneEp1BrndVVRV9+vThiy++aHJAI1Y6zIhOY5zO5kNPTk6Oeh9+enq6qC8LQFpamjhnUG9JSHQGmd4SnUGud0LC9T/AoUM8AiIYDPL2229HtFvxASiKoiiKYl86RKXgdDo5d+5cWNvRo0f1ehtFURRFUZrlhj11dfDgQQBGjRoFQF5eHqtWrTJPR6WlpTFt2rSYt5ecnMySJUtETact0RnUW5K3RGeQ6S3RGdTbCu8b6mJkRVEURVEUK+kQp64URVEURVFagxY6iqIoiqLYFi10FEVRFEWxLVroKIqiKIpiW27Yu66ulwsXLrBs2TJeeumliGUnTpygqKgIt9vNlStXyMvLo1evXnGI0nqa8y4oKKCqqirsAanDhg1jxIgR7RmiZcybN4/hw4ebr1NTU3nwwQfD+tgx17F42y3XAB6Phw0bNuBwOOjXrx+TJ0+O6GPHfMfibZd8nzhxgpKSkqjtf/jDHyLa7JLrlnjbJdcA5eXlbN68mS5dulBbW0t6enrUpx1cd64Nm7Jy5Upjw4YNEe2hUMhYs2ZNWNvq1avbK6w2pylvwzCM1157rZ2jaTuqq6uNt956q9k+dsx1LN6GYa9cG4ZhBAIBY+nSpUZ1dXWTfeyY71i8DcN++W5IdXW1sWXLlrA2O+a6MdG8DcNeuV6xYkXY65KSEqOoqCiszYpc2/LU1Z49e5gwYUJYxVvPgQMHmDRpUlhb//79+fTTT9srvDajOW+7ceHCBbp3795sHzvmOhZvO/LnP/+ZefPm0blz5yb72DHfsXjbnR07djBlypSwNjvmujHRvO1ETU0NWVlZYW2jR4+moqIirM2KXNuu0KmpqeGTTz5h8ODBUZeXl5fTr1+/sLbbb7+dkydPtkd4bca1vAFbFUCVlZXcfPPNzfaxY65j8QZ75Rqunr65VoFnx3zH4g32y3dDfD4fLpcrrM2OuW5MNG+wT64TExPx+XwR7cFgMOy1Fbm23TU6r776KrNnz25yuRFlfsTMzEwqKyvbMqw251recPWHU1BQgNfrJRQKcffdd9OzZ892itBaKisruXTpEu+++y4Oh4OsrCwmTJgQ1seOuY7FG+yV69raWlJSUiguLqa8vJy6ujpuu+02Ro8eHdbPbvmO1Rvsle+GvP/++3z729+OaLdbrhvTlDfYJ9cul4srV65w8eJFMjMzgavXH40fPz6snxW5tlWhc/ToUQYNGoTb7W7Reg6Hg7q6ujaKqu2J1btHjx5MnjzZPEpYvXo106dPJyMjox2itJa+ffvidDq55557ADh+/Djbtm0jNze32fU6eq5j9bZTri9dusTBgwcZN26cWdQVFRVx4MABvvOd7zS7bkfOd0u87ZTvhpSWlvLDH/4wpr4dOdeNac7bTrl+8MEHmT9/PgMHDqSsrIzc3NyI0ZtotDTXtjl1VVdXx969eyPO5TUm2rCfYRgd9knosXoD5Obmhg2FPvzww2zfvr0tw2szhgwZwqBBg8zXt99+O5cuXQrrY7dcQ2zeYK9c+/1+Jk+ezNe//nWzbeLEiZSVlYX1s1u+Y/UGe+W7nqqqqib/eNst1w1pzhvsk+tQKMTLL7/MypUrWbx4Mfn5+XTt2pXi4uKwflbk2jYjOvUPAV2/fr3ZVlJSQjAYZOTIkdx2221A9A+tsrLSHDrraMTqHQ2n0zbpByJ97Jbrpogljx0510lJSVF3/ImJiWGv7ZbvWL2j0ZHzXc+OHTv4/ve/H3WZ3XLdkOa8o9FRc11UVMQDDzwQdqH9xIkTyc/PDzsdb0WuO+YnFIWxY8cyduzYsDan08nMmTPD2vr06UNZWRkDBgww244dO8bAgQPbJU6ridU7GAyyfft27r///rD2jnoE9Oabb5KXlxfW1tjFbrmG2LztlusePXqwb9++iPZAIBD22m75jtXbbvmup7a2lqSkpKjL7JbrhjTnbadc19TU0LVr14j2xu5W5LrjfTrXyZ133smePXvC2kpLSyNuc7MbTqeTc+fOhbUdPXqU7OzsOEV0faSlpXHq1CnzdSgUwuv1hvWxY65j8bZbrhMTE/F6vXg8HrOtvLw84pZru+U7Vm+75Ruu3lLc+ACuIXbLdT3X8rZTrseMGcPWrVvD2qqqqqitrQ1rsyLXDiPaJc02YePGjcycOdM8vTNq1Cjg6iyLe/fuxe12U1VVRV5eXof/gTSkKe/Kykr+8pe/kJycDFz9ozlt2rS4xXm9vPHGG9TU1OBwOPD5fMyYMYN///vfgL1zHYu33XIdCATYsGEDdXV15vn5hx9+mEOHDgH2zXes3nbL9/r163nooYfC2iTsx2PxtlOuDx48yOHDh3G5XIRCIQKBAHPmzOHIkSOAdbm2daGjKIqiKIpsxJ26UhRFURRFDlroKIqiKIpiW7TQURRFURTFtmihoyiKoiiKbdFCR1EURVEU26KFjqIoiqIotkULHUVRFEVRbIsWOoqiKC0gPz+f3bt3W7rN9evXs3PnTku3qSjKVbTQURSlTTlz5gwOh4MzZ85ELCsuLo760L72oDXv/c477/Dcc88xdOhQS2OZNGkSc+fO5aOPPrJ0u4qiaKGjKIoQ1q9fT9++fVu9fiAQYN68eaxZs8byp2T36dOHxYsXs2DBAku3qyiKFjqKoigx8de//pUePXowfvz4Ntn+rFmz+OCDD8xnGymKYg1a6CiKIA4fPszYsWNJTU0lOzub1157zVwWDAb5xS9+QWZmJj179mThwoX4/X4Ali5dypQpU/jRj37ETTfdRM+ePVm7dq25biAQYNGiRdxyyy2kpaVx33338fnnn7c4vlhi+OlPf0p6ejq9evVi3bp15ro+n4+HHnqIzp07079/f1atWmWeMpswYQKzZ8+mvLwch8NBcXGxud6f/vQnevXqRUZGBvPnz6epx/8VFBSQm5sb1rZr1y6GDx9OSkoKw4YNM6/dqT9d99JLLzFo0CBSUlKYNm0aFRUVTJ06FbfbTXZ2dth1OS6XiylTplBQUNDiz01RlKbRQkdRhFBXV0dubi7f/e53+fDDD/n5z3/O7Nmz+ec//wnAokWLKCoq4m9/+xvbtm2juLiY3/72t+b6u3fvZsyYMRw6dIgFCxYwd+5cjh8/DsCvf/1rCgsLefvtt/nHP/7B5cuX+dnPftbiGK8VwzvvvEO3bt04evQojz76KPPnz+fLL78EYNmyZezZs4fCwkIKCwvZsWOHud7mzZtZsWIFX/va1/jvf//L2LFjzWXbt29n7969vP7666xdu5Zdu3ZFja2kpISRI0ear0tLS8nNzWX69OkcO3aM6dOnc//991NeXm722b9/P1u3bqWwsJCdO3cyZMgQZs6cyYcffsiECRMinlT9rW99i5KSkhZ/boqiNIOhKIoILl68aADG/v37zbZXX33VOHHihFFdXW24XC7jyJEj5rI333zTGDBggGEYhrFkyRJj3LhxYdsbN26c8dhjjxmGYRgnT540zpw5Yy5bs2aNue7p06cNwDh9+nRETEVFRUb9biiWGEaMGGEu83g8BmAcOnTIMAzD6Natm5Gfn28uP3XqVNj7rlu3zsjKyop47+rqarNt5MiRxnPPPRcRZ3V1tQEYx48fN9see+wxY9KkSWH9HnjgAWP79u2m86lTp8xleXl5xr333mu+/uijjwzA+Pzzz822LVu2GJmZmRHvryhK63HGrcJSFKVduemmm1i4cCFTpkzhnnvuIScnh2nTppGSksLhw4fx+XyMGzfO7F9XV0coFDJfJySEDwCPHDmSsrIyALKysnjmmWfYvHkzn332GX6/n1tuuaVF8Z08efKaMXTu3Nn8f7fbDUBNTQ2XL1/m8uXLDB8+3FyemJgY0/s23mZNTU1En6qqKgC6dOkSFm/D9wPYtGkTgHmHWcMYUlNTSU1NjYjf6/WabV26dDHfS1EUa9BCR1EE8fvf/55HHnmEwsJCVq5cya9+9SsOHDhgLn/33XfD/vA3RzAYNK9neeKJJ9i+fTvPP/88AwYMYOvWraxatapVMbYkhnrqCwqns212acnJyQDmaTKApKQky2+N9/l8JCUlWbpNRZGOXqOjKEL417/+xdNPP012djaPP/44Bw8eJCUlhU2bNpGdnU1iYiLnzp2jf//+5r+GozINR1bg6oXN/fv3B65ev7NgwQLuu+8+vvnNb9K1a9cWxxdLDE2Rnp5O9+7dOXLkiNkWDAbD+lxPUZKRkUGnTp04f/682TZo0CCOHj0a1u+ZZ55h3759rX6fixcv0qNHj1avryhKJFroKIoQunTpwrPPPsvzzz/PmTNn2LlzJ+fOnWPgwIGkpaXxk5/8hHnz5rFr1y5OnTrF/PnzmTVrlrn+e++9x9q1a/n4449Zvnw57733Hj/+8Y8BGDBgAJs3b+Y///kPu3fv5tlnn8Xn87UovlhiaI65c+fy5JNPUlxcTGlpKQsXLgxb3q1bN86dO8e+fftafHrI6XQyZMgQPvnkE7Pt0UcfZf/+/bzwwgucOnWKF198kd/85jf06tWrRdtuyMmTJ7njjjtavb6iKJFooaMoQujbty9vvfUWGzduZODAgTzyyCM8+eST3HvvvQC88MIL5l1Ed9xxB2fPnmXFihXm+kOHDjXvPHrxxRdZu3YtgwcPBmDFihUkJCQwfPhwnnjiCRYsWEBaWlqLC4prxdAcv/zlL5k4cSI5OTnk5OQwbNgw4Ktri+666y7GjBnD1KlT+eCDD1oUF8CUKVPYtm2b+bpv375s2bKFdevWMXjwYPLz89m6dSv9+vVr8bbrKSoqYurUqa1eX1GUSByG0cSkEYqiKP/P0qVLKS4uDpt/5kbD7/eb19LA1aLhe9/7Hh6Ph06dOl339svKyhg6dCiffvppq07NXYvS0lLGjh3L6dOnycjIsHz7iiIVHdFRFMUWPPXUU8yZM4eTJ0/y/vvvs2jRIqZNm2ZJkQNXT8/NmjWLp59+2pLtNeapp55i8eLFWuQoisVooaMoii1YuHAhXq+X0aNHk5OTw9ChQ3n55ZctfY/f/e537N+/n7///e+Wbjc/Px+Px8Pjjz9u6XYVRdFTV4qiKC2iuroan89H9+7dLdvm2bNnufXWWy0bfVIU5Su00FEURVEUxbboqStFURRFUWyLFjqKoiiKotgWLXQURVEURbEtWugoiqIoimJbtNBRFEVRFMW2aKGjKIqiKIpt0UJHURRFURTbooWOoiiKoii25f8AQFlyQKsx+hUAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for name, method in clustering_algorithms:\n",
    "\n",
    "    # 绘制树形图\n",
    "    fig, ax = plt.subplots()\n",
    "    \n",
    "    plt.title(name)\n",
    "    dend = dendrogram(linkage(X, \n",
    "                              method = method))\n",
    "    \n",
    "    # 层次聚类\n",
    "    cluster = AgglomerativeClustering(n_clusters=3, \n",
    "                                      metric='euclidean', \n",
    "                                      linkage=method)\n",
    "    \n",
    "    # 完成聚类预测\n",
    "    Z = cluster.fit_predict(X)\n",
    "    \n",
    "    # 可视化聚类结果\n",
    "    fig, ax = plt.subplots()\n",
    "    plt.title(name)\n",
    "    \n",
    "    # 可视化散点图\n",
    "    plt.scatter(x=X[:, 0], y=X[:, 1], c=Z, alpha=1.0, \n",
    "                    linewidth = 1, edgecolor=[1,1,1])\n",
    "    \n",
    "    ax.set_xticks(np.arange(4, 8.5, 0.5))\n",
    "    ax.set_yticks(np.arange(1.5, 5, 0.5))\n",
    "    ax.set_xlim(4, 8)\n",
    "    ax.set_ylim(1.5, 4.5)\n",
    "    plt.xlabel(iris.feature_names[0])\n",
    "    plt.ylabel(iris.feature_names[1])\n",
    "    ax.grid(linestyle='--', linewidth=0.25, color=[0.5,0.5,0.5])\n",
    "    ax.set_aspect('equal')\n",
    "    plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
